{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# Resampling 10 Years of Daily Data\n",
    "\n",
    "---\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2335, 6)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1995-01-03</th>\n",
       "      <td>3.976563</td>\n",
       "      <td>4.000975</td>\n",
       "      <td>3.937500</td>\n",
       "      <td>3.984375</td>\n",
       "      <td>2.669861</td>\n",
       "      <td>41721600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-01-04</th>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.023438</td>\n",
       "      <td>3.953125</td>\n",
       "      <td>3.976563</td>\n",
       "      <td>2.664625</td>\n",
       "      <td>41865600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-01-05</th>\n",
       "      <td>3.984375</td>\n",
       "      <td>4.062500</td>\n",
       "      <td>3.976563</td>\n",
       "      <td>4.007813</td>\n",
       "      <td>2.685566</td>\n",
       "      <td>60480000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Open      High       Low     Close  Adj Close    Volume\n",
       "Date                                                                   \n",
       "1995-01-03  3.976563  4.000975  3.937500  3.984375   2.669861  41721600\n",
       "1995-01-04  4.000000  4.023438  3.953125  3.976563   2.664625  41865600\n",
       "1995-01-05  3.984375  4.062500  3.976563  4.007813   2.685566  60480000"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004-04-06</th>\n",
       "      <td>28.25</td>\n",
       "      <td>28.450001</td>\n",
       "      <td>28.040001</td>\n",
       "      <td>28.270000</td>\n",
       "      <td>19.368675</td>\n",
       "      <td>70147800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-04-07</th>\n",
       "      <td>28.08</td>\n",
       "      <td>28.129999</td>\n",
       "      <td>27.480000</td>\n",
       "      <td>27.620001</td>\n",
       "      <td>18.923342</td>\n",
       "      <td>72680200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-04-08</th>\n",
       "      <td>28.08</td>\n",
       "      <td>28.139999</td>\n",
       "      <td>27.200001</td>\n",
       "      <td>27.370001</td>\n",
       "      <td>18.752058</td>\n",
       "      <td>71791400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Open       High        Low      Close  Adj Close    Volume\n",
       "Date                                                                   \n",
       "2004-04-06  28.25  28.450001  28.040001  28.270000  19.368675  70147800\n",
       "2004-04-07  28.08  28.129999  27.480000  27.620001  18.923342  72680200\n",
       "2004-04-08  28.08  28.139999  27.200001  27.370001  18.752058  71791400"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data/yahoofinance-INTC-19950101-20040412.csv',index_col=0,parse_dates=True)\n",
    "df.shape\n",
    "df.head(3)\n",
    "df.tail(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#### We can, of course, plot a basic ohlc or candlestick plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.12.7a4'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import mplfinance as mpf\n",
    "mpf.__version__\n",
    "mpf.plot(df,volume=True,type='candle')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "aggregation = {'Open'  :'first',\n",
    "               'High'  :'max',\n",
    "               'Low'   :'min',\n",
    "               'Close' :'last',\n",
    "               'Volume':'sum'}\n",
    "dfw = df.resample('1W').agg(aggregation)\n",
    "dfm = df.resample('1M').agg(aggregation)\n",
    "dfq = df.resample('1Q').agg(aggregation)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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vvIGqqirMnTsXS5YswaRJk/DKK68gKChgPgIiGgT3LHlA+J746IPtMBqNvezRN2KxGNf8+MJg3YK8j7uNO7D3zVef443XXsbSRfNx9913o7Gh3mNl+eD9f8NgMACwtpjMypgDAKg4V+4wc9LCRcuQkJgktJ7U1FR5rAw2l05JR1LyGADA8aPf4cwPp6CqtA7UTp9+BRRx8T3tPqhUlRWIioqGtjMwUMTF9ftYZrMZG9avBWBtiTB0diVb8fAqhIbJYTJd+NyLCvK65TZQVVaAiMhTAqZWHBQUhJMnT+K3v/2t0/WXXXYZ3nzzTZSUlGD//v1Yt24dYmJinG5LRGQzdtx4YfCn0WjA4YP7PH6O235+F4KDrbkLNJo6bFi/xqHro825s2V44a9PCq/b2tocxgEMxDdffY53/rVZeH39Tbdi5MgEp9val622pgr/++pCoki93nVQ01e2VoOODjO2vv6ysDwj23fdiADHfv4AUFLceytPTz795CMUFeRBVVmB666/0FIiElnHydnsKcyHQuEYEJ0+dWJA5yYishdQg4+JiAbDwnv+D1/8txBGowEdHR0eP37y6BQ88ODDeL6z0r/38yKUnTmNObk3YfToFLTpW3Hi2Pf49JOdMBqtd/QjI6Owbt069HWor1bbiMMH9wOw9t9vbKjH/775El99sUcYOJw6bjwW/9+F8RXJo1MgCQ4WWg22vv5PtLcbUa9RY/vbb2B0ylicPH4UAFB25jSKdv8HF02YhDEpqQP5WJA153q88drLMJlM+Hbf1wCAMLkcV8+cNaDjeoqtm0/XAcTuWrP6ERgMeuh0LdhTmA+Npg4rHl4lrJ988WVQJjl2j1UmJXc5Cqd7ISLPYWBARNSL+BEjcdMt8/HeO9sG7Rxzcm9CaJgcf3vuabQ0a6GqPIfNm/7udNsxY8dh5aq1GDt2bJ/nsD95/Cgee+TXLtdf+5MsLP/dY5BKL3RZCQuT46abb8OOd98CAJz54STWrv49AEARF4+Vj/8Fqx9bgbNlZ2AymfDsuicwd94C/N8DK/pUtq6iomMw46prHWbmmXlthkPZfMm+m09/dJhNEIslaNVZZ4Lq2hqwcNFS7CnMd1jWtduSQtH/bkxERF0xMCAicsP8O+5G/n92orlZ2/vG/XTtrExMv3wGdn+6Cwe/3Yfysh/QrNWiw9KB2Ng4XDRhIq79cSZmzsqERCLu/YBuCA4OQfyIEZh88RRk5lyPqemXO93u3mW/RmRUNPL/8xHqztcgKjoGl195NX5x91Io4uLx4EN/wIvPPoXKinJERkVjbOpFHilf9nU3OAQGvpyNyF6QSOTQzae/omOi0dbWBlVlRbfWgMzsXIfAQBEX121GJF9Pb0tEgYWBARENC9nX3YDs625wum7dhpedLrcXHh6Bdz4scPt8N996O26+te95D8Lk4f3e1xV33l9vgoKCMP/2uzH/9rudrp80+VL849V/dVv+nyLnYzJ6+nvYsx9cOypBiUunpPewtffc96vfdrub3x9yeTja2tpQpeoeGACO71+jViMjK2fA5yQiciVgBh8TEVFgadY24f3tbwqv585bAJFI5MMSWcXExiIzO7dfMwIVFeShqCDPYZnZZHaxNXD61HGH110TqRmdDFInIuovthgQEZHfaGlpRt7HH8JsNqFo939Qr7F2nRkxMgG5N9zs28J1aqi3ThHbdXYid2zbsgnKpNEOFXyxRAydrsVpoGEbf+BKixcSzhHR8MHAgIiI/IaupbnboGtJcDAeenQ1QkKkPiqVo0TlhS4/G9avhU7X4va+9Rq1w0xDScnJsACoqVI5DTTsM207CxzMZtetDUREfcWuRERE5DfEYgkio6IRFCRGZFQ0rphxNZ7722u4zE/GFgCOU4Z++slHvd7Vt9d1sHBy8mhYOtybcrStzfl5bAnSiIgGii0GRETkN+LiR+DfOwY+qNcbdDod5HK5R44VFCTultUYAMxmk/Dc1oXJnlgswaeffOSQ/4CIqL/YYkBERNQPrboWtLcb+7SPzEnl38bQj6lH7QMHIqKBYmBARETUT40NDX3aXtuZvM5eUJAIph4q+D11FQrzUIsFERHAwICIiKhfpNILg6G7TkHqSkpKKpRJox22j46O6XGfTz/5CIDjoGcbuTzcrfMSEbmDgQEREVE/iCXBEEvEMJna3U52pkwaDVVlBY4UHxSWjRs/CdIQKWJiY3vZt3tg4GxcAhFRfzEwICIi6gfbwOOgIDGAC60GPbUeZGTloF5TB41ajYqKc8Ky8MhIhIaG9bkMBr2+x3ELRER9wcCAiIhoAKTSEBw6sE9oNeip9SAzOxd6vR5fffkZamtqhGUREZEO+Q1sxGJJj3kSpDJZtylQiYj6i4EBERFRP5lNZsQq4mCxdPRpv9bWVkRGRgivFYo4ZGTldD++2QSDwXXFvz8zGRERucLAgIiIyE1FBXlCBV4qk0EsFsNisSAszL1uQPbdjBrsZjRSJo1GZnau850sIpfdk667/iZIZaFulp6IqGcMDIiIiNy0pzDfrgIvgtlshsUCTL4kza39jxQfFAYZ13R2JQLgtLXAxmw2YduWV52uW/HwKojgXuZkIqLeMDAgIiLqB4O+DYA1aZmqsgKKuDgA6JanwJ5GrUZrq3U/S8eFCr2r1oIRo0YBAKpUFS6PGauI71vBiYhcYGBAREQ0AHq9HlWqCmjUagBAlaqyx+1tAUVISHCvx87JvREAoNO1CIFHV86mMSUi6g8GBkRERP3gLOFYXwWJJT2uX/HwKgBAq06HkuLDAz4fEVFPGBgQERH1gzIpGWGduQzs9ZSoTFVp7RLU1qpDS0sLHn/iGbfP56o7UU/jE4iI+oKBARERUT/J5eHdWg4a6utdziJkq9wbDIY+n8tVlmOXsxkREfURAwMiIqJ+sPX5X7hoicNyqSy0xyRnAACRqE/nEkvEUPQyyLinjMtERO5gYEBERNQPtsHGtjv2tkChpbnJYTtnFXaRSISQEKlb5xGLxTDo9S4HGduO32swQkTUCwYGREREHmALFIzGdofl9hX2SZMvgVQmQ1hoGJJGj3HruFKZDAaDAV99+ZnT9bbju5q1iIjIXQwMiIiI3GQbPGyTqEyyW2fNXzB+wkSnlfSigjxEREZhduYcABD+7U24XA6RSITW1laX2xQV5HHWIiIaMAYGREREbigqyMPpU8cdlimTRtu9EqGoIA9Tpk4TWg+ACwGD7c7+iodXIUwuF6YidYdYLO5x/Z7C/B6ToBERuaPnCZSJiIgIgLXybdDrXa5XJiVj547tiIiMcljuLOFZrML9bj8hsjCIehmszG5EROQJbDEgIiJyk9ls7nH9ieNHe1xvyzkwduw4t89py5TcE/sWCiKi/mJgQERE5Abr4F9Lj9tIZaE9rrfNYDR33vw+nVsikSAsLGxA5yYi6g0DAyIiIje0trYiuJcpRu3v7tumETW2G7tt15ekZDKZDCNHJeKmW25z+9xERP3BwICIiMhNrroSSWWhDjMWnTl9Au+8tQUA0LdUZt3p9XpIZTKX3YU4voCIPIWBARERkZv0bRemDLWNFwCsd+s1mjrhdXi4HEqlEkD3vAZ9lahM7jHrsS1gYFciIhooBgZERET90LU7UNcZiyoqrNOUGgwD6+KjTEp2mfUYuNBiIOpl/AMRUW8CJjCorKzEr371K0ybNg1XXHEFfvnLX6KqqkpYf+DAAdx5551IS0vD5ZdfjuXLl6O2ttaHJSYioqEkWBLcp+3VamsLgtlk7X7UNTlaX9i3TnRlazHQ9zCVKhGROwIiMNBqtbjrrrtgNpvxzjvv4LXXXkNNTQ0WL16Mjo4OlJaWYvHixUhOTsYHH3yAV155BVVVVViyZAna2wfWxEtERMNDu8n174V9BmQbfZu1om4yteOBZXcNKAFZZnZuj8EBEZEnBESCs23btsFoNOK5556DTCYDAGzYsAEnTpxAe3s7Nm3ahJiYGKxduxYSifUtP/3008jNzUV+fj5uuOEGXxafiIiGuClTpzkkMmttvTAWoaOjAzU11QM+R19mMiIi6o+AaDHYvXs3srKyhKAAAFJSUnDddddBKpVi7969mDlzphAUAEBqaiqSkpLwxRdf+KLIREQUgGwDgMPkco8ds7eWgoysHJw5fQLh4Z47JxENT0O+xaC9vR0//PADbrrpJmzYsAEff/wx2tracPXVV+Oxxx6DVCrF+fPnMXr06G77jhkzBqWlpS6PLRJZH0QDZbuOeD2Rp/Ca8j6j0QCg+2cuEl3o569QWAcC28YXiERAcEiIMGVpf/5eWXN6binImpOLt7e9iuTRF/f7euD1RJ7Ga8p/9OVvMOQDg6amJphMJrzxxhvIzc3F3//+d1RWVmLt2rVYtGgRNm3aBACQO7l7Ex4eDpVK5fLYKQnRTvcj6q+xidG+LgIFGF5T3rFr1y50mM0Qi8VIVUYLyyPlIUhVRiNSHoKQYDEmTxwHAKirrUVMTAxSldEIlcnQqtPCoG912NeTxEEiyEIkAz4+ryfyNF5TvqfTuT9xwpAPDEwmEwAgOTkZK1euBABcfPHFkEgkuP/++7Fv375+H7u8uhGhoRycTAMnElm/HMuqGmHhjILkAbymvKeoIA9FBfkwm80ICQlBqapRWKfVGVGqaoRWZ4Sx3Ywrrp6NooJ8xMTEwmQ2Y9OWtxEUJIFGUw+j0eiwryfVnq9DYtLofh+f1xN5Gq8p/9HaqnN72yEfGISHhwMALr30UoflV1xxBQDg+PHjAICWlpZu+zY3NyMqKsrlsS0W8GImj+I1RZ7Ga2rwFR8+KDwPDQt3+LwzsnJgsVhzCUhlocK61tZWtJtMKCrIF2YzCpPLB+1v1dLSDGDg1wKvJ/I0XlO+15fPf8gPPg4PD0d8fDyampoclnd0dAAARowYgYSEBJw9e7bbvuXl5Rg3bpxXyklEREOTRq2GqvIcgkOk3QYV22YK0qjVUCjisKcwHwAgj4hEaGgYACAyKhrAhfEHg8GgNwzasYlo+BjygQEA/PjHP8YXX3wBg+HCF+OBAwcAABMnTsSsWbPw5ZdfOuQsOHbsGKqqqpCRkeH18hIR0dBinYrUgqjOSr4z9tmJDXo9pLJQqCorEBUVjdZW3aAmIAsOCRm0YxPR8BEQgcGyZcug1+uxfPlylJaW4quvvsKTTz6J9PR0XH311ViyZAl0Oh0ee+wxlJWVoaSkBCtXrkRaWhoyMzN9XXwiIvJzMbGxEEGEUaMSXG7z1Zef4dSJY8Jrg74NGk0dgkQimDvHww2WdqNxUI9PRMNDQAQGKSkp2Lp1K1paWnDLLbdg+fLl+NGPfoRXX30VgHVg8htvvIGqqirMnTsXS5YswaRJk/DKK68gKCggPgIiIhpEra2tSEu/HC9t3NrjNh0WCxRx1i5DicokGPR6TJh0MSKjooUcB0RE/mrIDz62ufTSS7Ft2zaX6y+77DK8+eabXiwREREFgmZtEwx6vUNXoZ6kTZ2OkuLDmDI1XciGbDQYYNC3DWYxiYgGjLfLiYiIenDwwH4kKt0LCgDrgGRlUjI0ajWkMtkgluyCnmbYIyJyFwMDIiIiF4oK8tCq6z7dtStNTY3Cc1VlBQx6PTKycgahZI7CI8IH/RxEFPgYGBAREbmwpzAfUqkUGk2dW9trOwODjKwcVKkqoNO1CFOaEhH5OwYGRERELqgqK2CBCAY3phoNCwuDSGR9bgsG3NmPiMhfMDAgIiJyoUpVAaNBj0mTL+l122uunY3JF08RXicqkwCIhNcxsbGDUUQAQEuz+92diIhcYWBARETkgq5zfEFEpHuDe+1nLpoydRrCIyOF1w319Z4tnJ2mpqZBOzYRDR8MDIiIiFwwGPQIk/dvYK9GrUZIcLDwui8zG/VVi64FQeKAmYGciHyEgQEREZFLIsjlcgAQEpf1l7t5EPojLEyOx594ZtCOT0TDAwMDIiIiN2jU6gHtP5jTlo6fMHnQjk1EwwcDAyIioi42rF8rPBcFiXrY0n2DOW3pYLZGENHwwcCAiIioi/e3vwUAGHfReCQkJPX7OIM5roCIyNM4UomIiKgLg8Gaf6Chvh4XzZjU725AvJNPREMJAwMiIqIuzCYzAEAqkwEY3G5AnjDQgdFERAC7EhEREXUjlljvmxn0eo8MGg7rnNlosAx0YDQREcDAgIiIqBuzyYSigjwAfWstcHXnXt7PXAjuGswZj4ho+GBgQERE5MS2LZvc3tYWEKRNnT5YxemRv3d1IqKhgYEBERFRJ1srAQAc+74EiUr3ZiTSqNVQxMWxgk5EQxoDAyIiok57CvMBAGJxEEwmE5RJo93et6fWguuuv2nAZSMiGmwMDIiIiLqQBAdDLBb3aZ+eWgtWPLxqoEUiIhp0DAyIiIg6KeLisGH9WuhaWmDuMPu6OEREXsU8BkRERJ1Kig+jSlUBk8mEhMQkt2f74axARBQI2GJARETUqV5Th/Z2IySdeQzcHUzMQcdEFAgYGBAREXXS6/Vobm6GRBLs66IQEXkdAwMiIiJ7FgvCPJSQzFXCMyIif8TAgIiIhi37vAU2ZrMZcrkcOp1uwMfXqNUDPgYRkbcwMCAiomHLlregK5lMhlZdy4CPz0HJRDSUMDAgIqJhS1VZ0W2ZWCyGXq8f8LGZCZmIhhoGBkRENGxVqboHBmazGYnKpD4nOOuK3YiIaKhhYEBERNRJJpMhTC7HwkVLER4ZNaBjsRsREQ01DAyIiGhYsw1ALirIgwVArMLaBSgyImJAx2U3IiIaahgYEBHRsGYbgPzOW1sQLBFj7NhxAIBYRbwvi0VE5HUSXxeAiIjIHyiVSiiVShjbO6yvk5J9XCIiIu9iiwERERERETEwICKi4UsmkwnPKyrOAeCgYSIavhgYEBHRsGWfr6Cywjp1KQcNE9FwNeTHGGRkZEClUnVbPn78eHz88ccAgAMHDuC5557D999/j+DgYMycORMrV67EyJEjvV1cIiLyI8b2diji4nxdDCIivzDkAwMAuPfee3Hvvfc6LJNIrG+ttLQUixcvRm5uLtasWYOGhgasW7cOS5YswY4dOxAcHOyLIhMRkR9oaqhHSfFhAEBrqw5B4oD4WSQi6peA+AYMCwtDfLzzaeU2bdqEmJgYrF27VggWnn76aeTm5iI/Px833HCDN4tKRER+RqOxZig2mzvw+BPPCMs51oCIhpuAH2Owd+9ezJw5UwgKACA1NRVJSUn44osvfFgyIiLyNbFYjHpNHTasXwuD3uCwjmMNiGi4CYgWA1d0Oh3Onz+P0aNHd1s3ZswYlJaW9ri/SGR9EA2U7Tri9USewmvKM8xmM1p1Ovx3z25IZdIh/3kWFeT1K6Dh9USexmvKf/TlbxAQgcHRo0exZMkSnDhxAmKxGLNmzcKDDz4Ik8kEAJDL5d32CQ8Pdzpo2V5KQrTTfYn6a2xitK+LQAGG19TAxMUpUF9fjw5TOxJGjUSqMtrXRRqQzWeOIXXR7f3en9cTeRqvKd/T6dwfTzvkA4OYmBi0tLTg3nvvRVJSEo4fP45nn30WBw8exOuvvz6gY5dXNyI0tN1DJaXhTCSyfjmWVTXCYvF1aSgQ8JryDG1zM/R6PYztZsSNiEWpqtHXRRqQ06UV/XoPvJ7I03hN+Y/WVp3b2w75wOD99993eD1hwgTEx8fjnnvuwddffw0AaGlp6bZfc3MzoqKiejy2xQJezORRvKbI03hNDYzFAoiCgiCVhUKZlBwQn+VA3gOvJ/I0XlO+15fPPyAHH0+aNAkAcP78eSQkJODs2bPdtikvL8e4ceO8XTQiIvJD9Zo6qCrP+boYA1JUkOfrIhDREDekA4MzZ87gkUcewZkzZxyWf/fddwCAlJQUzJo1C19++SXa2y90CTp27BiqqqqQkZHh1fISEZF/CZYEw9LRgVadDhqNxtfFGZA9hfm+LgIRDXFDOjAYNWoUvv32WyxfvhxfffUVKioqUFhYiD/96U8YP348MjIysGTJEuh0Ojz22GMoKytDSUkJVq5cibS0NGRmZvr6LRARkQ+FyuUQBQVBLJHAoG/zdXGIiHxqSI8xkMvl2LZtG1544QWsXLkS9fX1iI6OxuzZs/Hb3/4WwcHBSE5OxhtvvIF169Zh7ty5kMlkmD17Nh599FEEBQ3puIiIiAYoKioa1aoKmDtnsSMiGs6GdGAAAElJSVi/fn2P21x22WV48803vVQiIiIaSoJDQiAWD/mfQyKiAeMtcyIiGtZCQqQwm9liQETEwICIiIa9MLkcicpkXxeDiMinGBgQEdGwJpEEQy4PhzJpaAcGirg4XxeBiIY4BgZERDRsjRqVAKUyKSBaCzRqda/bMNcBEfWEgQEREQ1bL23cind37h7yrQXuYq4DIuoJAwMiIhqWhuvd8+H6vomodwwMiIhoWBqOd89VleeG5fsmIvcwMCAiomFvOAzc3bB+LapUlb4uBhH5MQYGREQ07GnU6iEfHPRW/k8/+QhSmQyqynMOy9m1iIhsGBgQEdGwpKqsEJ5nZOW4NauPP0ubOt3hPTnT3KyFRqNxWMauRURkw8CAiIiGJY2mTniemZ2LjKwcH5Zm4DKzc6HRuA5uZDIZ2o3tXiwREQ01DAyIiGhYqu9y5zwzO9dHJfEcg77N5TqNRgO5XI6wsFAvloiIhhIGBkRENCy16lp8XQSvMpvbIZPJ0FBf7+uiEJGfYmBAREQUIHQ9BDumdjP0er0XS0NEQw0DAyIiGpakUqmvi+BxrTqdy3VmswmJyqRuy4f6bExE5DkSXxeAiIjIFwwGg6+L4HFiibjH9cqk0QBEDsuG+mxMROQ5bDEgIiIKEGaTuddtlEnJXigJEQ1FDAyIiGhYEot7vrseSIoK8iAPD2e3ISLqEQMDIiLyG0UFeV7LxJugDLw751ExsU6X//XpP8Ng0DvtNtRbUjQiGj4YGBARkd9Ys/pR/PPvz3nlXFPS0r1yHm+SBkuwZvUj3Za3NGuhUDhvLahSMTAgIisGBkRE5DdaW1vR0NjglXMFYreamNgYdJhNDsuKCvKg65ytaKhndyaiweWTwCAvLw+//OUvMXv2bEydOlVYvnbtWtQz8QoR0bCmbWr0ynnSpk73ynm8qaG+ASqVymHZnsJ84XnX7M7e6rZFREODVwMDo9GIZcuWYcWKFfjss89QXV0tTBfX2tqKN998E7/4xS/Q2NjozWIREZGfCAsLQ1NjI26bO2fQzmGrDHetJAeCEFkYjMZ2p+uSkruPqXjphWfQ2MAbckRk5dXAYOPGjfjiiy9gsViQmpoKieRCGoWWlhaIxWKUlZXh1Vdf9WaxiIjIT1xz7WwEBYlQV1c7aOfYtmVTwN4pN+jbUKWq7LY8VhGL5OTR3Za3trZCKgu8RG9E1D9eDQx27doFkUiEdevW4ZNPPkF4eLiwbsSIEXj99ddhsVhQUFDgzWIREZGfyMjKgVwejmuunT1o56jXqB261wSSRGUyEp3MtmR/I86eTtcCWAa7VEQ0VHg183FVVRWkUinmzp3rdP2MGTMQGhqK2trBu1NERET+KzM7FxCJ0KxtGrRz6PX6QTu2r02Zmu50StK683VOt9e16HrNlkxEw4dXWwzCwsJgMBig0Wicrj9x4gTa2toglbJZk4hoOLJ28bHgxPGjvi7KkOQsKFDExcFoNLrcx51syUQ0PHg1MLDNQLRs2TJ89NFHMJmsU6p9/vnn2LhxI5YuXQqRSITLLrvMm8UiIiI/sacwH1dfMws6nW5QxgHYjjmYLRK+lJGVA1VlhcNn5yxYAIAN69fCYNCzxYCIBF4NDJYsWQKRSIRjx47h97//vTCv8n333YfnnnsOdXV1EIlEWLx4sTeLRUREfqJZ24QXX96MVl2Lx8cBFBXkYduWVyGVhQZsi0Rmdi6qVBU9fna2/A2ffvIRLBYLYmIU3ioeEfk5rwYGV1xxBZ566imEhobCYrF0e4SGhmLNmjW46qqrvFksIiLyE/YVdk/f1X/nrS04eOB/MOjbPHpcf6PTtUBV6ZjNWCaTudxeKgsd7CIR0RDh1cHHADB37lzMnj0bBQUFOHXqFHQ6HcLDwzFx4kRkZGQgKirK20UiIiIf27B+LVY8vEp4LZVKUVZ2xqPnUCqV6Ojo8Ogx/VGrTofy8gufnaqywiEw+GbvF3jg9F3C60APlIjIfV4PDAAgMjISt956qy9OTUREfuj97W85ZCKOH5ng9r5FBXluJSurqDgHS0cHdLoWjJ8wqV/lHCpamrXCc41GjSCxWMiI3GGxoKamGgAgFouRqEzySRmJyP94tSsRALS1teH555/HP/7xD4flS5YswZNPPgmtVutiTyIiClTapkb87sH7hG4tU9LSUXmuzK0MyO6ORSgpLgYAdJjNCAkJ7ndZ/Z3BaEBLc/OF1/o2SKUyxI9wDLZ0uhZIJMFQJnVPfEZEw5NXAwOdToc777wTr7zyCqqrqx3WqdVqvPnmm7jzzjvR2trqzWIREZGPmcxmtLa1QqGwDoy1TbF5+vRJt/bvbQajDevXor29HWFyOcLCwqCuOz/gMvuroKAghy5TUpkMicpkZGTlOGxn7pwZkIjIxquBwebNm3Hs2DFhoLG9kSNHwmKx4IcffsCmTZu8WSwiIvKxjo4OWDo6oEyyZu1NmzodoqAgmEztbu3fW6vBZ0W70dFhxriLJiAsPBItLboBl9lfdc1yrFDEY8rUdKG7VZBIhFGjEmAwGBAmD/dFEYnIT3k1MMjPz4dIJMLjjz+OP/zhDw7rXnnlFfzxj3+ExWLBp59+6s1iERGRj4lEIgQFBQlTaWZm50ImdT2Tjj1FXBxUleeE10UFed1aEAx6PWIU8Vh2/4MYOzbVcwX3QyEhjklClUnJDuM3Jky6GPNuux0dHWaEyphQlIgu8GpgUFlZCalUijvvvNPp+jvuuAMhISGoqqrq9znuvfdeTJw4EZWVlcKyAwcO4M4770RaWhouv/xyLF++HLW1tf0+BxEReZY4KAgQiRwqsOEREdblvUibOh0azYUkXmtWP4p//v05h22kMhlCgoORmZ2LufPmQ6dr8Vzh/ZCoy+fWdXD2keKDCAoSIzIqqlsXIyIavrwaGISEhMBgMAgzI3RVVlYGo9EIqbR/dzDee+897Nu3z2FZaWkpFi9ejOTkZHzwwQd45ZVXUFVVhSVLlqC93b0maiIiGlzBISEQBwU5VGCvuXY20qfPcGv/ZrtZeNTqOnRYLN22SVRauyllZufCoNcPsMT+TSQSAbC2njir+GvUaoTJ5Zh8SZpbMzoR0fDg1cDgsssug8Viwb333ot3330Xx44dw7lz5/Ddd9/hX//6FxYvXgyRSIRLLrmkz8c+f/481q1bhwULFjgs37RpE2JiYrB27VqkpqZi+vTpePrpp3Hq1Cnk53s2qyYREfWPVCpFeHhkt+W2MQc92VOYj6aGBuG10WDotk1zs9bhWGazuZ8lHRpkMhmKCvKwpzDfacVfERcHuTycrQVE5MCreQzuuecefPXVVzh37hz++Mc/dltvsVggEolw99139/nYf/7zn5Geno6cnBz861//Epbv3bsXs2bNchiMlZqaiqSkJHzxxRe44YYb+vdmiIjIYyZfPMWtIMAZVWWFwyDaICfdj5oaGoTxC4FOJAKio2NwpPigy/esUVu7XrG1gIjseTUwuOaaa7Bq1So8/fTTTrvxiMVirFixAj/5yU/6dNy8vDx89dVX+M9//oNz5y4MQNPpdDh//jxGj+4+R/OYMWNQWlra43FFIuuDaKBs1xGvJ/KUQLum0tLTrTMR2b2fzOwcFBXk9/oeRSIL5HI59hReGHAcFCRy2C86JgYatVpYFiaXB8xn19WMq2YiIiIKJcWHoUxKdvk+pbLQbtdRoH4m5H28pvxHX/4GXs98fOedd2L27NnYtWsXjh49ipaWFoSFhWHSpEm44YYbkJKS0qfjNTY2Yu3atXjooYeQkJDgEBi0tFgHl8nl8m77hYeHuxzrYJOSEO10X6L+GpsY7esiUIAZ6tfUrl27sH//fuRkzsKNN97osC510e349uvPcPTQl8K6Xbt2ddtu1rXX4G9/+xs2b/wbMjMzERkZiXhFjMN+cYpY3PnzW5GqjAYAxERHCc8DzX1L78X+/ftx5NA+TJ44rtv7vPPnt2LXrl2QhYi7rRvq1xP5H15TvqfTuZ/Q0euBAQAkJibi//7v/zxyrL/85S9ITk7GHXfc4ZHj2SuvbkRoKAco08CJRNYvx7KqRjgZE0nUZ4FyTf1+5SoY9G24576HUKpq7LZeqzPiX/9+H5dMuxYAHJ7bnC6tgCQ4BLXn1ThdWoH2dhN+OFOGZ/76vLBteGQ0Lpl2rXAOY7vZ6fkCwSXTrsW//v0+jO1maHVGbNrytkOXoUumXYtn/vo8wiOjhc8gUK4n8h+8pvxHa6v7eVsGNTCoqqqCWCzGyJEjhdfuSkxM7HWbL774Art378b777/vtE9pREQEgAstB/aam5sRFRXV4/EtFvBiJo/iNUWeNtSvqfO1NYiKiur1Pdivd7btgjvuwmdFuwEAEyZNRltrK+o1dbBYrDPz/OLupd32G8qfW18UFeQjI6vrWAKLy89kuHwu5B28pnyvL5//oAYGGRkZiI2Nxddffy28FrnR0UkkEuHYsWO9bpeXlwe9Xu/QrGzpfPdz5szBFVdcgYSEBJw9e7bbvuXl5fjRj37k7lshIqJBYDabIJW5l8isJxq1Gga9HiVHDmFK2jR8u+9rTJpsneFuT2E+nlz3vMP2njinP8vIysG3+752uV6ZNJoDj4mom0HvSmTpEqZ0fT0Qy5cvxz333OOw7LvvvsMf/vAHbNy4EWPGjMGrr76KPXv2oL29HcHB1j5Wx44dQ1VVFTIyMjxWFiIi6juzydTrNs3aJgDAhvVru82y85v770FK6jikTZ0OVWUFjhw+gClp0zBp8iXQarXdMiDbKBTxAy+8H8vMzsXGl1+AqrKi37M9EdHwM6iBwc0334zw8HCH1+60GLhr5MiRQjclm4bOuaxTUlKQlJSEJUuWYNeuXXjsscdw//33o7m5GY8//jjS0tKQmZnpsbIQEVHfhcnD0duvQklJMR5Ydhe+3vs50tIvd1j39VefY+68+cjMzsWewnycPnUCGVk52FOYj/KyM9hT6DxfzXCoLDfU16MB9U7fq6rynMProoI8pC663VtFIyI/NaiBwdNPP93ja29ITk7GG2+8gXXr1mHu3LmQyWSYPXs2Hn30UafjEoiIyHvGT5gEjabO5XpFXBzaWltx8uRxGI0GVKkqHNZLxBJ8vfczoVuMXC5HZnYutm15FRbA5R3z4Z7Yq0pV6fC6qCAfSxkYEA17XpuVqL29HYsXL0ZQUBBee+01iMXiQTnPjBkzcPLkSYdll112Gd58881BOR8REfXfwkVLcKT4oMv1GrUaRoMebToxnHVEtU9eqaqsEMYOVKkqkKhMRr2mzmlgMFz61+t03SffcKa5ualPxy0qyBs2nyHRcOK1W+bBwcE4efIkiouLBy0oICKiocNWuVzx8CqX22Rk5UAsEaPd1A5TeztiYmMd1lsAPP7EMwAAjcY6ABkAEpVJUCYlOw0mhpNWnXvTFJ44drRPx9225dX+FIeI/JxX+9Jcd9110Ov1KCgo8OZpiYjID23bssmt7cwmM0QiQCwWIzQ0zGFdrN0g4ha7u95Tpk4DEPiDjHsilYUCQLcB2wC6BViyzpYWV4O1uzp96vgAS0dE/sirCc5uvPFGNDQ0YMWKFZg9ezbS0tIQExPjtK//zTff7M2iERGRl9VUq7Bm9SPCHX9njhQfRJg8vDMLvQgLFy11WD87M1t43tjQIAxO1qjVUMTFQVXpOCZhODHo2wBYP4uuGurrHV7rO1tanvvr005yHnSnbWoceAGJyO94NTBYuHAhAOuUpQUFBS5bDkQiEQMDIiICAEy//EqUlByG0WDo1q+9azck+/EEaVOn49NPPvJKGQNFdZV7gZTZbB7kkhCRL3i1K5HFYhHyGNieu3oQEVFgG5WQ1GNrAWC92z133ny0aJuRNHpMr8e0dZvJyMoRgojh2u0lUZk0KMe9be4cmNzIP0FEQ49XWwyeeuopb56OiIj8VFFBHjSa7l1cnLFW8C1Y/tBKh/0vrLOKiolF2tTpDsulMhnq3TxPoFEmjcaRw65nfHLGbOq9JeDs2TLAgzmJiMh/eC0w+Pbbb1FWVobm5mYolUpcf/31SEhI8NbpiYjIj+wpzHe72wpgnZY0MztXmMloT2E+FHFxDoFBSspYJ1NoDt8KrC1jtDOTJl/Sr2MWFeQhOjqGYwyIApRXAoPHH38c7733nsOyF154AX/84x9x2223eaMIRETkJ2x3+6VSmdv7xI+03kiyz2TcdVBt14HJAHC+tgotLc39KeaQFxEZhTC53OU6e4lK69gMsbjnasGewnxcMeNqVFepPFPIAMLcDhQIBn2Mwccff4x333232xiC9vZ2/OlPf0JJSclgF4GIiPzIti2boKqsgELRfRpNV5Y/9KjwfOeO7U5nHHJWKZOIg9HR0dH/wg4TtkHbZrPJrSlL7RPLkZV90Eo0VA16YPDuu+8CABITE/HEE09g48aNeOihhxAVFYWOjg689dZbg10EIiLyIxqNGvWaOlj60M3HvtJ/4vjRzuPU9bpfu6m97wUMIAa9we1td+3ahTB5uFsV3KTRKcJzd3MfBDJ+BhQoBj0wOHHiBEQiEV588UUsWLAAP/7xj7F06VI89dRTsFgs+P777we7CERE5Eds4YBtnv2eZGTlOLxWxMUJybgMen2vFTKRCAgODu5XOQOFswRnzuzataszX4Triq7tWFPS0oXteKfcmm9DVXnO18UgGrBBDwy0Wi1kMhkuvfRSh+VXX301AKChoWGwi0BENKz4+91LWzItqaz3MQbOugdZYB1fIIIF77y1pcf9J198Ga6YcU1/ihkQzGaT0wRnXQOuM6dPQKW6MG7AVWVfo1aj5MhhAMCG9WsZFHT66IN38X1Jsa+LQTRggx4YWCwW4e6OPdsy9v0kIvIsf6+s6XQ6hIaF9WmMgY1GrYZBr4ciLg7BwcFQKpU9br9w0VKHpGdk1TXgCg+X9/pZAoCqsgJ1tdUAICSPc7dFIpC1G9vR1tbq62IQDZhXE5wREdHg2rB+ra+L0KuW5iY01NdDmTS6z/tmZOVAp2uBRq1Gu8nkcJfbmczs3GFdcRVLxH3aXioL7fHzqtfUwWAwCC0OqsoKpy0Sw01rqw6iIFapaOjzyrQCJpMJBw4ccJrR2NW6K664whtFIyIKGEUFefj0k49wxYyrfV0Ul4oK8mA0GiGVybp1Z3FHZnYu/viHhwAAOT+9ya1K6XCtuCri4iCVhrq1rVqtRkiwBAZ9m8Pn1XUKTtsvdWZ2Ltb+aSXqNXWIjIz0ZLGHJAss7AFBAcErgUFLSwsWLlzYbblIJHK6TiQS4dixY94oGhFRwLB1IbLd8XWWHdjXjhQfhEQSDIUivt/lmn75DADuV/j7E4AEAo1aDblc7tb7N7W349y5c5h08SVQxMUJn+2ewnyHv5NCEY9qVSUAoLGhAUajcXAKP8RER8egSlWJDevXYsXDq4TlzG1AQ41X2r265jBw50FERH1Td74a1dUqlBRbB4fuKcz3u/EGtsrqQPr9R0RGCTPAuFPpHa4Vs4ysHFx3/U1uvf/wiHAAQEREFDRqdbccETbKpGSYzWYAQIhUiladThhMPpxdc+1sJCaNxvvbHadg37lju49KRNQ/g95icMsttwz2KYiICIBSqYTZZHKY399VBc9Xzpw+AXOHeUB38b/d9zVqa6owZeq0YVvpd0dmdm6fPp/mZmuGaFVlBapUrq8bWzZls9kEwL3ZpQJFT61w18ychc8/K3BoJSgrK/Vq+YgGatADg6eeemqwT0FERJ2sLa7WTAHN2iZUV1f6tkBdhIfLkTY1fUAV+sbGBphMzqfhpP5pqG9AY2MjAKCtTScsV1WeEyq6tkpxbOdsUlKpDCERIajXDJ+/w5HigygvPeP0+s3IykF+3kfYuWO7sN5oZGsKOepr9zJvd0fjEHoiogAzdmwqigryUFJyGOdrahzW+SrHge28LS06BAX1baYcGnwWiCCRSJCZnYOG+nrodNbgoEpVKXRHE8awKOIBAHJ5OMIjImEwDJ/Kr0atFjJvd/2/lJmdi4iISBw8sA+AdYYwTZ3jQG4a3h5YdhfWrV3tsKyoIK/Ha+OFZ5/y6rXDwICIKMBotVps/MfzaKzXwGA04IFldwnrtm151evlsf8xlIXKseCORQM+JqeG9CxbbqHM7FxIZaHQNjUKyxVxcQ4VkylT04XnZ8tL3cpAHUhEQSIUFeQ5HT9w480/Q6tOJ8wQZt/Nqut4n6EwtTB5TlFBHk6dPA5NvWML284d23Gk+KDL/c6fr/HqWDF+sxIRBRCRSIQqVQUiIsIRFCSGCEBNTbWwvqe+44PF/sewSlXhkWZxiUQybGcbGgx6vR6xsbEAAIO+DSZTO4oK8lBbW42PPnhXqJjY5y1IVCbDbDKho6PD7wa5D6bzNdaKWknJ4W7rVjy8ClKZFHsK8yEKEkGhULg8ji1BHA0PR4oPoqFeA6NB7xAU1tZWu+wWWVSQhzEpqV4dK8bAgIgogFgsFkyafAkAQC6X+8Wd9fZ2I4yd3U1iOiufAxUWFs6Bxx6UqEyGVCoFANTUVMFs7nBoXbJVTKpUFUJAtnDREqfXV6DfCQ+Th6PkyGG0dA7W7kosllinfK2rQ2hYGDasX4uigrxulTupzL0cExQYNGo1JBIJIqOise+bvQCsFf+RIxNcVvz3FOZj2f0PQuPFcTy+/8UgIiKPUKlUCJFKMXfefACAPDwcli5JlzxVMe+Lm265DZFR0Xhg2V0IDZUP+HiRUdHCzDjkGV2njxWJrEFAVFQMrrl2NjSaOtSdr0ZjQ70QkGVm5yIqMhrBISEO+w6HO+GV58phNpmE1w7Zoi3AO2+9AbPZjIvGT4JGrcYLzz6FervZwgB0e02BL37kKMQq4tFQXw8AeP7Zp5CSOq7Hir/1/5v3pvFnYEBEFCDiRyQgfdqVyMzORWtrKwAgKCgITU2NQh9w2w9STzx9x7ek+DBGJShRU1M9oPwFNlFR0YiKih54wciBbbrSMSnjEBIi7bJO2/nMsYIyKlHZbdtAn75U29QAo9GAqBhrkF1UkIe0qdOF9e2mdrQ0NyOsM7mcdfpXFVLGjhO2KSrIg4H5H4aVZm0Tlj+0EmPHpiJRaf0ePF9bC41a7bLLmS3grFZVOowVG0wMDIiIAoit4n2+thajx6QgIjIaNdUqoQ94e3vvmWr/W7TbY4NJiwryUF5+xiPHosHV0tICwDrGQCqVCgOSAaCpoQFGownRMa77zNsEcoU3IysHQZ3dp6ZMmYoN69d2yw4dGRUNUVAQ5HJrd7cqVQXCIyMRERklbLNty6sIj4waVoO2h7va2mpkZudi7rz5wve0bayUMmm0033sA86TJ497pZwMDIiIAoSqskK4wxQqD8fGze8gIVEJU3u70IfVaOw9MAgNC/PIYFLbzC1NDQ0AgKbOmW7I/8TFxyE8PFx4LZZcSHOkqqyAWCx2SJzXE1GQyOPl8wcb1q/FkeKDSJ8+A8qk0aiuUuGdf21Fs7bJoYIfFRWNoKAgYQyBTCZDRESkw7E0mjpMmTK1x9loKHDYxhIAjsnxxk+YhMzsXJcTKdiuj/CICLTpdE638TQGBkREAaKtTSfcYQoLCxOWd3R0oEpV4fbdyfO1NY59pvtpT2E+Thw/ihGjRgEAGuo1Az4mDQ51nRoRERHCa6PBAG2zFonKZFSpKmA2m2HQ64WB7V3ZD540GgyDXl5f+KxoNz795CMsXLQEANBhscBgNKCs7Ey3QLqjowOizm5XFgAKRff/TxGRUUzSF8AeWHaX0P1n4z+eh17fKqzLyMrBb+6/p9eulSXF1pmvHn/iaUy/YsbgFdYOAwMiogBxvrZGuBvV2toGABg1KgFBQUEwths7Z5kR9RogNDY0ODRh27bva7eHUyeOQVV5DhMnXowgkQimdqNHpt0bNSoBo0YlDPg45MjWdchW+W9p1kKZlOwwe45tYLvNqFEJCJYEO0yDGxzsOBjZGftxLEOlO021yppFPDM7V/iMDAa93fiLC6RSGX6SOafzlahbBdAWKHgiACf/VFNTjZqaahQV5EEkEiF59BiH9fv3fSW0FDhrOSoqyBNyhmRm5yLCS13PGBgQEQWIttYLd6Rsdytf2rgVoaFhaNFqUa+pg1wud6v7gn1z97YtmwB0T9DUmw6LBe3t7Zg7bz7u+9VvER4RBU/MrvHSxq14aePWAR+HnLNV/qVSa0DQ3KyFWCyBsb292xSxL23civETJ/X5HPYzF3kyB8JgVZzWrH4EOp1OmNXL9hmJADQ6GdAvFoux4uFVndtYoIiLcwgCbH3K06ZOHzKBEfVdedkZbNuyCePGT8LjTzwjLD9SfBAiiPD13s8AXGgZsPf7FQ/gm71fCK+btU3YtuXVQb9eGBgQEQUI+37hsV26LpjNZtTW1sLYbuy1+0LS6BSH1xqNtQtQX+9uNjU1QiyRIDM7F5nZuYhVxLkcZEe+lZmdA33noOHM7FxExcRi+uVXAgBampsQHhmJtlbnfZz78zfV6Vr6X9geOMtG7Alny0shChIJwbctQJJIghHXy/+LWEUc0qZOd6j8ZWTlCHeLfZGNnLyjWdvkdLlGrYZUGoKKc2c7l3S/YdLW1ooRI0cJr08cP4rTp44PejJBBgZERAFi/ITJwnP7ylpUTAzC5HIYDXpMmZLeYwW/qCAPU9LSHZYZ9NZuSZ8VFfSpPKZ2IyIjLszE0lMWWPKtri0BkRERiIiMgqqyAuERkUhJSXU5dqA/GagNdsdSxMW5vAva17ujJ44f7XNZ3NGq0wEWi133IGs3qomTLsaMq3/c4/8pZdJop3PRZ2bnYk9hPs5y1q6A5ipwloaGYcEdiwAAupYW3DZ3jsP61IsmOrSMJiqTYdDrB737GQMDIqIAYd+P2b6yFhIcglhFPMQSca8DHvcU5nf74anvTL5j62Ptrilp0/CX9S/YlY+tBf4sNPTCWIJYRTwAa5KzlJRxQl9nZ7oGFa4GKNuzJQcrKshDSfFhl3dB+3p31NPZhG2BSVhYGOTh4UL3IMDajerdnbsBOE4rOWpUAqKjYrodK9JuulLb+zr47TfQNjm/q0xD26hRCZBKpd26kQHW7+ec3Bsd/u/U1dU6bNP1Bs3CRUswbvyEQR+wzsCAiGiIsw3ktP/x6VpZczYriitd+z3rdC2dry0oKsjr011c+3LYd58g/xMfHy88t828o9PpMGVqOjRqNcRisct97ZOadR2g3JNtW15FlarCY3dBRR7OEGvr5tPc3OIQONnLyMpxuM5f2rgVv1/1hMN6ACgpKcaG9Wsd/2+1tMBi6fv/K/J/L23cinuW/tLpuszsXIcgc8Kki3HNtbMdJnro+l2ZmZ2LZfc/6DA97mBcMwwMiIiGsA3r1+KjD99DUUGeyztJicokTJmajsTEJLcq55nZuQ79ni0WYM3qR2E2m/HSC8/gr0//2a2y2Sd0sh23a8BC/uNXv/qV8FyY3UrXIlxXZrPZ5b72Sc3c+RuHSK3ZkjWaOnSYTSj49BOn2/V1FqufZM7xaGWpXlOHooI8zLj6WqSOm+h0G2fv136Z7XlKylho1GqHwf9SmRSjU8Zg25ZX8dILz2DN6keEdT29DwYRQ4N95b8nXceb7Nyx3eV1pdVqhRan5599ykMlvSAgAoOOjg68/vrruOGGGzBlyhTMmDEDDz74IFQqlbDNgQMHcOeddyItLQ2XX345li9fjtra2h6OSkTkn+wrBUcOH0a70Yg9hfkuK/zKpNFImzodP8mc4/THxn6+bRv76SfDw8PR2GhNUqbzUpId8r4bb7yx2zJbK0FGVg7C5HKX+9qmOnW3wtrcrMVtc+fAoNdDb9BDp2t2up2rpGrOzlNUkIe0qdM9OjhTr9cLA5p7m3O+N8qk0VDExWF33i4cP3oEgHVq1/T06SgvL0Vd3Xl0mE3C9q7eR1FBHhOjDQG2a7Sk+DDKS3seR5KZnQtVZQU0mjpsWL8WtbXVLrfVaNRQVVrz0jTUaxym/vWEgAgM1q1bh7/97W9YunQpPvnkE2zYsAFHjx7FXXfdBaPRiNLSUixevBjJycn44IMP8Morr6CqqgpLlixBe3u7r4tPRNQn9hUGawVehGZtU493ajOzc4V+0F0rHCdPHkdNjfWHqOSIdeYUqUwmdG+QSmUwGAyIjomBRq3GtMu9k2iHfKtr1zTbuANnQsPCsGH9Wrdn2AkKCsLZs2WIiY2Fvs3g8m68fUuETVFBnnANOwTJxQeF5Z6qLEllofiu5DBKig95pBucRq2GrqUFrZ2zGyWPHoMgsQRNDfWQSqWoqDgnbGur/HW1bcsmp9Nbkn+xBZQLFy3p1nrqjKZzLNdHH76H0FDXQfi58jM4fHAfnn/2KZhNJrz37zc9U+BOQz4wMJlM2L17N5YsWYK5c+ciOTkZ11xzDX7961+jsrISJ0+exKZNmxATE4O1a9ciNTUV06dPx9NPP41Tp04hP39wp30iIhpM7e1GAJYeZ2OxVWhcBQ411RdaVyvPlXf+exb//Ptz2FOYD5O5HSJY7262tbV5qujk56xdiETC9WObncqZhvp6vL/9LaGlqbeWA0tHh7Cf2e4ueVdGJzfvnn/2aeF51yD3+NEjOHRgH3Z9+F6P53eXQd+GttZWaDQaj3SDU1VWICrqQiVx4+Z3cPXM2ZCHhyMuLg6lpWeEz66tTee01aBKVYnIyMgBl4UGV3mZtZXA3evGoG+DQa9Hg0bTY+uUyWSCyWTC+dpaBAWJIJa4HvvTH0M+MJBIJPjss8/wwAMPOCwPCrK+teDgYOzduxczZ86ExG6O79TUVCQlJeGLL74AEdFQYt/v2mg0IiSk50yzvf0wGY1GAMBv7rtb+O40Gg3osFgHci64426M7Mw0bP89SoHPbDYJ14/MboBxV4nKZBgMemEQcm/deYJDQmA0GpCoTEJUTIxwtxRwDCqaGuodXhcV5KHaRfBRUnwYMpkMUlmI02zE/TFp8iUwGAw9BkV9odHUITwi3GHZkeKDiImNQ0tzCxrrG4TPrrW11ekYC51OB63WM++PBkdRQR5Sxo4TXrvT2iSVhUIqC4XJZOpxMH50dCw6LBaMGDkKQUFihId7Nkgc8oGBM8eOHcM//vEPzJ49G8nJyTh//jxGj+4+Td6YMWNQWlrq8jgiER98eO7Ba4oPTz3qNXUQiYBdu3ZBoYjDiJGjIAoSub1/12tRIhZDBODUqRMIEgdBJLLeXOncFA89sgrBwSFIVCYjtjMXQX/Ow4d/P7r+vQBrsjvba0VcnMt9lUnWOdYNej1EIiAu3vW2IhEglUohgvWaDQkOgUHfJqzb+cF2hzJsfPkF4fWewnxhEPRLLzyDL/5biOf+urZzvQUiAJo6NSIiIrGnMG/An0lEZBTC5OFIVCZ75PO17xplW65RqzElLR2qKhXaTe1QVVZYP8O4OJSXlzo9VlubzufXS3+uqeHy2FOYj7Hjxgmvs+bk9rpPWFgojEY9kkaPxkOPrHK53dTplyNIJMKUtHSkX34lpl0+o/OcPV/v7gqoWz/r16/HG2+8AbPZjDvvvBO///3vUd+ZqlzuZNBUeHi4wwDlrlISop3uR9RfYxOjfV0ECgAhwWJ8f/BL7N+/H0lK6538UGkwUpXRbu0/PjUZqcpoPP7447jyyishkUggDRGjrlWHMaNHI1UZjZCQEEhDxMK2F40bizFjxiBMJsGdP78Vm//5LNasWdPjeRrU1W6XifyD/XfUnT+/Vfj7A8DDD/3W5d9zfGoyOjo6EBIsRqoyGsZWLY4e+tLpgGYAiI+Lg0wmQ6g0GBeNG4vz588jVRmNXbt2ofT0CeF5ZGQEfjh1QjhvpDwEYWGhGJ+ajOKD/0NLsxZ7dv8Hf3/+r5g04SIcOnQILS3NuOqqq/Dt159h6aLbB/R5NKirkTBqBCZPHDfga/nOn9+KvZ8XolkbBIk4SDjenT+/FQBgMbWhqqoKVZXlSFVGY9KEi1B5rrzb59huNEAREzVk/m8Nx9+9U8dLcOfPn+jT30gREwVFTBR+9atf9bjfp598hAULFuDOn9+KXbt24ezZszh66Mser3edLtjtcgRUYLB48WLccsstOHbsGDZs2ICysjL85S9/6ffxyqsbERrKwck0cCKR9cuxrKoRFs9Os03DkDhYirfeeR93LLgVjc1tmDJ1OooK8lGqanRr/4bmNpSqGpGXX4C8/AKEhoWhTl0PrbYZadOuQKmqEbGKeBiMZmHbmLgEhIRF4me3L0J+0ef46IP3cM99D3U7dlFBntD1RNPQ5HaZyLecfUddMu1a1GhahL/hJdOudfn3PF1agY6ODgRJglGqasTxk2cQEvY5Lpl2rcM1YWNsN8PYrsPEixMQFx+HH858hFJVI/KLPoex3Sw8H5WYhDOnTwvn1eqMMBiNaGhuQ7upA2JJMCorVfjV8t9BVVOH//vVQ3joN/dh/OTLoK5To1TV6PT87mrVm3DNrEzhWANxybRrYTJb0KLTYfyEiQ6fKwA8Ne1abFi/FuXn3kepqhEhYZEQBUnwr3+/L2wDAJLgEMTEJWDTlrf9evrf4fq7t2H9WpSVlff4/8WZmLgEZGbnuLVfVu7Nwv/PE6c24Zm/Po/q6kqX+7W2uj+bXEB1JYqNjcVFF12Em266CX/729+wd+9efP311wCAlpaWbts3Nzc7DALqymLhgw/PPXhN8eGpR3nZGZw8cQw33ngjpkydjoysXGRk5fT5OJUV53C2rBQL7rhb+N6be8t8WCxAZFQ0LADUdWpYLNY+suo6NTKycrGncDeatc1Oj1lUkA+LBSjcnYeRIxN8/lnx4f7D2XdURlauW/va+lDr2/SwWIDTp05AXafGL5fehccffajb9olK6+BKRVwc1HVq4dzqOjVkMhkKd+dBXafunJ3FIuxXd74a7e3twj5mkwlisRg7P3gfZaVnkJGVC3l4OKakTReOuXXzq/3+TJRJyfjt71ZBERfnkc84VhGHDnMHkpNHO12vrlMjJDhYeK3TteDUiWPdjnHm9An8/flnfH7N9OeaCvTH/77eC4hEfd7PmmPG3f9vucK/icrROHL4ACrPncWzz6zt8W/hjiEfGNTX1+M///kP6uoc5zqeMGECAKCyshIJCQk4e/Zst33Ly8sxbty4bsuJiPyZxQI0NjRg165dwh3Dvtw51KjVKCrIg8Fg7e9sm8ZUHh7ucJzqqgtdLe2XG/R6QNTzL82ewny3puijwJCZnQuLxQJd50042x3KmppqNDTWd9temZQMXWfytIysHCFQAKxTnx4pPghVZQWmTE2HVHYh47BSqYQ4SAxVZYUwGDo8MhKaulqh/35wcDAys3PRrG0C4JiToy/sBzfb/o8MlKJzjI4rtgBrw/q10KjVCA2TQ6WqdNhmduYchIfL0WHp8EiZaODsp8cNDZUjITGpz8fob+uP7ZqRSCR4f/tb/TqGvSEfGBgMBvz2t7/Fhx9+6LD8xIkTAICRI0di1qxZ+PLLLx1yFhw7dgxVVVXIyMjwZnGJiAakqCAPUVHRaNXp8Oab/Zu/WhEXh21bXkV4RBTiRyYgMzsXOl0LYmMdKy0NDRqH2THsZ9Ywm5xnwe1rploKHB0dHdB1BgT6tlZhucnJlKOKuDghMM3MzoUyKRlFBXkoOXIYra3WGYA0mrrOKVMvBKEqlQqxsbGo19TBAutUjSHBIejosAgBxJiUVABAWZl16s+Y2Nh+vR/7mZU81WVn4aKlkPcwvtF2Htt0q1FR0dBqGx0qnrZsuvq27jkeyHuW3bMAy+5ZAAAO0+MuXLQEyx961GvlyMzORdLoFKRPvxKtOt2As2IP+cAgISEB8+bNw8svv4z3338f586dwzfffINVq1YhPj4e1113HZYsWQKdTofHHnsMZWVlKCkpwcqVK5GWlobMzExfvwUiol7Zvuy3bdmEyKhotLa2oKSkpF/H0qjV+L7kMBo0dcIPmEFvwIMPrXTYrsNs7qyYWdkqLVKZDGHycKc/QPbTTtLwIhaL0W40AAAkkmAcOrDP5bYatRrhEVFCsJmRlYMjxQdRea4cBn0bSooPoV5jbU1QKC4EpzJZGGZc/WNYILLefbeIcN31N0EikWDsWGtAsHDRUgCAQhGPI8UHUVtb06/3o6o855GkZvYys3Mx/YqrsOCORS63kcpkaNY2IyMrB6NGJcDS0YH3t7+NNasfwZrVjwAAmptbmIXcB2zfeQ8suwtHvy/B+fM1uO3mOThfW+MQvHl/7IcFU6ZOw4hRowacFXvIBwYA8MQTT2DhwoX4xz/+gZ/+9KdYuXIlJkyYgH//+9+IjIxEcnIy3njjDVRVVWHu3LlYsmQJJk2ahFdeeUWYs5uIyF/ZMr2uWf0IDnZWttra2pxOw+yulpZmyMMjhR+w8MiIbj9mFovF6XzaY8eOg1wuxz///pyTI/ehMysFFPvf0+joaLQ0axEU5HqexJDOLj+AtSKlUashlUo77/CLEBwSgszsXFyWNk2okB08sA8ZWTkw6NugTBqN8MhIpE2djtDQUMydN184lo1GrUaLtrlf72cwg9yeKo4GvR7t7UZkZufipY1bER0Ti1ZdCzrMJpwtt06xvuyXyxEd07+WEOo/WyvSyZPHoWvRIUgUhLrztQgNDcOnn3zkkJXbmxSKOKRNnY6c3Bsdbub0R0DUikNCQvDb3/4WRUVF+P777/Hf//4Xzz77LJKSLvTxuuyyy/Dmm2+ipKQE+/fvx7p16xATE+PDUhMRuWdPYT5KjhxCh9kEs9mMUaMSEBQUhCuvvLJfx8vIykFHhwXp0y4Xlk2Zku6wje0cJcWHu+0/d958jJ8wCU2Njd3WhYWFYcP6tUL/bho+QkKkQrK9qKgo6A16TJh4McRix8ysRQV5neMKuvfDNhgMCA0NgzIpGRER1jEqp04cwx9XWmfAMpmsCdekslDrGIQpU5GZnYvIqOhule3Tp44DsAa9/WHQ6welktdbK4T9eAvAOthYHm5Nivb9998BsAYWLR5K4kZ9p6k7D5PZhJmzMnHNtbORoEyGVCbDO29twfGjR7xenoWLliIzO1foZjYQAREYEBEFOttAYKlMhpc2bkVMrKLfgUFmdi4kEjFe2rhVWGa722rz0satEIlE0Gjquu4u3MlEl5vBRQV5aDca8O83N0Or1Xq8Gwb5t7T06UhLvwIA0NjYiKjOwef2LQm2O6rWcQWOLV5nTp9AW1ursNyWbbjDYoGm3jpg3pZ5W6FQoEpVIQxwdxZkNDbUo3D3J0hJ6fskI0UFeWhsbEDd+eo+79ub3rqZLFy0BMEhF+adr9eohUHdWrtgfMTIUQPuT07906Zvg1QqQ3npGXx35FDnoHIRwuVyIQmkN3my6xIDAyIiP6eIiwMsFlRUnBMmA4pVxLtMHuWO4OAQh9fOflhGJigxdqzrSpX9bDEAsHPHdsQqFGhruzColIYPZdJoTJlqbXnSGwyYcfWPATgGBnsK8512TwOA8+drERwcIgSU9nfOO8xmbNuyCbGKeADWO6RSmUzY1jauwJ5EIkFLczOmTE136P/tjiPFB9FhNkGpVPZpP0/IzM6FWCwRKv1Jyc67DF40fhL2FOYzOPCiUyeO4ba5cyANCYFELMGJ40dRparEwkVLYdC3QV1Xh2QXfy9vKTnSvZX3v3t2u70/AwMiIj+nUashkUhw8sRxYdnY1NQBHdOd8VXXzJzVy5SjjuMJThw/iopz52CxWPo9RSQNXRlZOUL/ZqlUKgQAkVHRwjaKuDiXfaDr6zUYN/4iZGbnQhEXB2WSXZcakQhVqkphgHFmdi4Men2P0/WKgoIglkigUavx3yL3K0aA9f9ciFTap308afLFlwrvacZVMxEdE4OmxkZYukxI36xt8kmf9uGqw2KBSlWJuxffhwV33gWpLBQJymShe5ux3eDrIuJ852B7W8C4Yf1afFdS7Pb+DAyIiPycIi4O8SMTIJVKIZfLAQA3d+n6M1jn7ak7kKLz7i1g/REytrcjITEZcSNGYNLkSwa9fORf7Cvn0y+fITwfP2Gy8LyngZHBkmCkp7vOF6DTtQiBalFBHkQ9DGwGgLj4kejo6EBGVg6qXEwP2pOuYyO8yb4FRKNWY0zKOGi1TZBILnQxysjKwcED+zhFsJdptY1Y8fCqzv78FszOzAZg7d5WWVGJILHEp+UTwYIN69di547tWLP6Ebz3775Na83AgIjIz5WXnsHyhx5FsCRYGIQ40G46EyZN7nWbtKnTezyP/R3dPYX5aGqox5Sp6bjp5p91G7NAw4vt76+qrBByFADWYNPWktA16Bw5cqTwXKNWCxXeUaMSECQSwWwyCftkZuciIaHnbj5RUdGQSmXY8e7bMBjahDnn3TX54ktd5hsYbPb/7zKycrBw0RIA1uRt9tsYDAYc/PYbPLDsLq+Xcbiyz4k1duw4IfndlKnToEwejcefeMZXRQMAxI9MwPa3tqKs7Aw6zCa0t7fje7YYEBEFjhPHjyIzOxdabRNkoTKPHHPZ/Q/2uk1fgg9VZQWiYmKhUaux4uFVHF8wzNmmH7UNXrd1d9Go1UKrQU/XiCIuDvWd+760cStGJSohC5M77NN18LIzYrEYNTXVGD9+PM6dLXe7/KrKCmzc/A7iRyS4vc9gyczOtc5C1KJDu8kxWdy4i8bDYDSipsbzg6Spu1GjEhBiF5zNnTdfuCbTpk7HjKtm+qpogtmZ2Whra4NtdoiIqEhERES6vT8DAyIiP2frlhMUJEZcXHwvW7vHUxV326DOKpV16kjORDS82f/9FXFxMOj1Ltd3pdFohOcfffCuQ2bflJRxDhUyd4walYCwsDCMGpWA2traPu3rj2Nkxo2fhJSxFzksu2j8JMDC3CHe8tLGrZh+xVXCa/vv0czsXKH1wNdGJSYK43FSU8fhhrnz3N7Xtx2hiIioV7Z+1cmjR/t8xgt7X335GerO1+LM6VOorqrE7x97gi0Fw1zX5GKANUAoLz0jrHc1WFYSHOzQdWf8xEnCc4eByJ16C0Jf2rgVRQV5yMzOxcwrL+5TpmCpzDMtc55UcuSwkKncRhEXh6CgIIwa5fuWjeHCNvOWM/7w/bfi4VXC/z2VSoUxKan4ScYct/dniwERkR9bs/oRHOrMdjzRjXEB3tTa2gqTyYTztTUwm81+8aNI/kWna0Ha1Ok4eGC/sKzkyCGn2/5p7Xqh68411852yLPRbZYiuFcJs20za/YcxPQhU7Btml5/agGrPFfe7T1r1GqMSlQ6fFY0eDasX+s3rQI9sV23RmN7n8c8MDAgIvJjHWYTlEnWQZZBYonPZ7ywFywJhgXAVTN/jBGjEn1dHPJDrTpd5yDZNmFZ5bmzTrfNzM4VKjRdK+Q9zWbkLn2Xbk3O2AZJ21rp/CnYjY6J6bYsIyunXwncqH/e3/6WX10Trtim/K2u7vvgeQYGRER+7EjxYYxJsfYVffyJZ3w+44W9ULkcQSIRSooP9WlwGw1Ptkq3swquTU95CQZy9763fW1l27ZlEwC4TMLmS12TEgLWz8k2YxENrqKCPIhEPU+R60/Spk5HY0Njn/djYEBE5Mdqa2v9KhiwFxUVDUlwME6fOgGFwv8qUuR7YXLr9LqwXJiZKLwfQWRGVs6A7tRmZuf2mPfgSPFBFBXkoa2tFYBnWig8rWumcZuhcAc7EBwpPoiYWIWvi+G2zOxczPjR1X3ez3/apImIqBuzyeTrIrgUJBJBLpfDZDL1OCCPhi9bQj4AQl6CrjMVucMTlV+DwXVWWo1ajT2F+aitrcWyexZAXXd+wOfzNBE4+5AvadRqLH9opa+L0Scvvry5z/uwxYCIyI+Z/DgwmDDpYmTNuR6hYWFDYkAe+Y5UJhNyGviKO33xa6oqUV2lQmtrqxdK1DexbJXzueHQOsPAgIh6VFSQJ/S/Je/zx2kTbWz9tkOCQ4bFDyb1TUZWjtD9RS4PF1oKEpXdpx71ht764jdrmyAKCkJkZASSkn1Txp4sXLTU10UIePytY2BARL3YU5gv9A1mkOB9t86/w9dFcMk284UtARuRvczsXBj01tmIEpVJkMpkKCrI89lg2d6C17KyMxCLxWhoaPCrfCE2DL4H384d24XfuaKCPCGBI2DNIzEccIwBEfWoWduEufPmA7AOvtKo1fyB8qIVD6/ydRF6lDZ1OrsRUa8WLlqK5Q8sxrq1q7H78/297zBIbAnPui5TVZ4DIIIIQENDg0/KRr4XERmFI8UHAQAlxYdwtrxU+H4zGvs+NmYoYmBARD0qKzsjPO9ppo7bbp6DESNGMdGOBzmrxPgbfy8f+ZatK1Fmdi7aTSa06Fp8Wp49hfndrtk9hfmoUlUiUZmMinPlvikY+QVFXBw+K9qNIBFQWVGB0LAwocV84sSLfVw672BXIiLqkUIRL0zl16xt6ja/t61r0dnyMtTUVPuiiAHL9oNENFTNzswWnkskEphM7T4sjXOqygrUna/F8WMlCAnpniuAho+S4kMICwtDaKgMQUFBiI1VQFVZAUVcnNByHujYYkBEPZoyNR3lpWdQUnwYkZGRDt1Gbrt5DmCxdjEyGl1PBUj9449Jloj6wr4rnKWjw4clsbJNmWpPo6lDR4cZLc3NkIdHoFWn86sM4+Q9Go0aBr0eBn0blMlJ+PXyR7HuydWIjIz0+26dnsIWAyLqVVnZGVRXVyIiMsph+elTJ9BhseC/Rbs7e+eSJ/ljkiWi/hIFBfn8BkK9kylTFYp4iIKCIAoKwpgxY2Eymfw2qSANvkRlMrTNWgSJgpCZnYt6jRpffl7k62J5DQMDIuqRRq3G2LHj0NjQiGZtE7Zt2QQA2LB+LSwdHWhqaoS2WYuwMDmqq1Q+Lm1gadY2+boIRB4jkUjQbjT6tAx6J8nVlEnJkEqlkElleHfnboy7aIIPSka+VlSQh7CwMCxctAQLFy3F5EvSAADt7Ua0+3E+GU9jWxkR9SoiMgpGgx4njh2FNNQ6mHDXh+9BFhqKNp0OsXHxMAS3oe58rTDm4EjxQa81vQ6FQbp9VVSQh9pajtmgwBESIvV5YGAbDN1VVFSMkF+B+YWHpz2F+QgNDUNmdi4ys3OF3zJ5eCQMhuExIxHAFgMi6oWtT64ifgQ6On8yf3P/PWjWavGXZ15Ea2sLmrWN+P1jTyA6JgZ7CvPxzFN/wo533/ZaGdc9uRpzZl3ptfN5w84d29FQX+/rYhB5TFhYGIKCfFvtaG523gp33fU3CfkV2Cly+LJPIme72aRUJiE19SJfFcnrGBgQkUtrVj+CynNlyMjKQVRUNLRNjVAo4vD5ZwVIUCYjMzsXoWHhaG1tRWZ2LoxGI0qOHEZ0dAwkwd6b3aOxsQE1tVVeO583aLVaXHf9Tb4uBpHHXHPtbERGxfi6GN1kZOVgxcOrhIpgrCLexyUiX/is8FN8vfezbsvv+9Vv8e7O3T4okW8wMCCiHkVGRTl001EmJQMQYflDjwIAEhKViIyKBmDN0nu+tgYXjZ+EKVOmei1LcnBwMMRBYq+cy10Dfe/KpORhMwsGDR+xCoVPz5+SMq7XbXyVmZl8q03fhopzZ7stD7Ruqr1hYEBELl09c7YwAGvUqARER8UgIysHoaEX+umOGpWAiRMnA7BOTThi5EhkZOVg7rz5QgbJwTb98hm4dlaGV87lLtsg7f5Ys/oR7Pv6Cw+Whsg/KBS+nYLXemPDUdfvqaFcEfTWzZihytXnU1SQh6TkFCy4Y5F3C+SHGBgQUTdFBXkoKshzSLD10satuOJHVyMzOxfz77hL+PF8aeNWh2zHU9KmCYO3vDndZkRklF/9KGo0/X/vZ8tLhfEcRIFEmTTa10XoJhCmBbZ99zEpYs9cfT57CvMhgmVIB4WewsCAiLrZU5iPbVs2oVnbhIysnG7re+riYr+9s309xVkQ4E8/igYn0yK6S1VZicjISA+Whsj3/DFh34b1a31dBI/YU5iPNasfwaED+3xdlCHrJ5lzfF0Ev8DAgIgcFBXkoVnbhB9OnwTg2KzuTkXffvvBvPtiHwREREYhIyvHbyoea1Y/gvBweb/23bB+LUzt7RgxYpSHS0XkW/ZZ031FERfncFPh008+8mFpPKdZ24QOswkWi++zS/sz229E1xtLJUcOc0xXJwYGRORg547tSEkdB2VSMrRarcM6f2pmtU/+pYiL83rXJXv2PzJFBXnoMJt6HWT5m/vvcbr8ow/fgzI5BRs3v+PRMhL5WmZ27qC2IrpDo1Y73FQwtvs2r4KnnDh+FAAgC5X5uCRW/tSt057tN2Lnju0Oy1tcTGM7HDEwICIHZWWlKCk+jGX3P4i2Nt2AjjWYPw6fFeXjtrnWpl/bnUhfVTr2FOZjw/q1KCrIE35wKisqXG5fVJCHLz/f0+3zKSrIQ1NDg9MBkkSBwB9uLqgqK4T/ew0DGAvkT4ztRlRUnENcnH9MteqtiSf6SlVZgQ3r1+LrvZ875L4Jj4jyYan8CwMDInJwrvwMjh8rQWZ2LmZcNXNAx7KfmceTQUJRQR4MBgPOni3zi6zHirg4fPTh+zhSfBC1tdU4fPigyzt3RQV5WPfkaphM7d1+PDe+/AJGjBrl87uqRIGsvPwMjhQfxG1z56Ctrc3XxfGIdmM7VJUqBPnJtM3+OqA7MjIS729/C21trQ65b8aOTfVhqfwLAwMichAeEQmjwdq8PtA+l1WqStx28xw8sOwujw4MPlJ8EMHBwQiWBDsct2vzsLeUFB9Cg6YOJcWHMXJkAiorKhAkCuo2sHHD+rU4UnwQjY0NEEskwnJb0FReVoqc3Bt9HugQBaqvvvwMmrrz0KjVqKur9XkmZk+JVcRh/IRJiB+R4Oui+DWtVovwiAgEBQUJGa6LCvIwd958n5bLnwTG/wgi8pifZMxBdIxnspNOmnwJTp04hpqaao8ODNao1cjMzkXS6NEoOXJYWF5bW+32Mbq2YPRndhLbtK6ACB0dFmg0dQAAmSwUDzz4CPLzdjls/9GH7wEA2o1GREfHoLz0DABrQLPglhzo9W0cAEc0iFpbW2GBtUvJTbfchuDg4IBooTPo23DwwD6/eS+qStddKX1Jo6lDQkISLr50CmI6c2q89MIzTjMeD1cBExi89957mDt3LtLT0zF79mysWrUKGo1GWH/69GksWbIE6enpSE9Px9KlS3HmzBkflpjIe9asfgTL7lng1rYZWTm48eafeeS8c+fNh8lkAuD5puUXX96M0FA5jMYL04K62/Wpa46GeTfMxnv/frPPZdi5Yzu2bdkEZVIyxqSkoLzsDFJSx2HebbcjMzsXupYWIQApKshDREQUSooPI0QqxU233IbyMut3UG1tNWqqqzA2lc3ZRIPN0tGBKlUFNGo1IqOiA6KFTiqTwaA3+LoYgurqSl8XoZtl9yyApu48Fi5agmX3P4iICOuU0G1tbegwm3xcOv8REIHB5s2b8fjjj2Pu3Ln48MMP8cQTT+DLL7/Er3/9a1gsFjQ0NOCuu+4CAPz73//Gtm3bIBaLcffdd3ebdYUoEHWYTfjhh1NubZuZneuxu9aZ2bkICZGiucmzMz7YWh+mTE1HTu6NwnJ3y32k+KBwR6uoIA9abRNGjBrZpzIUFeShpKQYVapKqCorkKhMgqm9HWlTpwvliImNEwKQPYX5mJKWDo2mDiNGJiBt6nSEhoUJgYPJ1I70dN9P50gUyCKjogEAoiBrR5LxEyb5sDSeo1DEQyqT+s2g36aGBr+bmaj0zGmIJWIhAeeUtGnYsH4tamtqECSW9H6AYWLIBwYWiwWvvfYabr75Ztx7770YM2YMfvzjH+OBBx7AwYMHcfLkSfzrX/9CW1sbnn32WUycOBGXXnop1q1bh+bmZrz99tu+fgtEAOy7pXheRcU5tBt8My3ftbMyIA2VeaxpuaggT+iCY18J7wuNWo16TR2KCvKwbcurkMvDESTq29ehbTyDsd0IjUaNBXcsQqwizuHuo0KhEKZVVcTFQREXh7CwMExJS0dmdi5OnTiOdWtXo6G+HkFBYv44EQ2yiRMnIygoCIbO70N/zMTcH8qkZMjl4X4x6LeoIA9iiQRFBf6TcBIAWlpaMHHSZOF1RlYOdn34Hiyw4PEnnvFhyfzLkA8MRCIRPv74Y/zhD39wWD5ypPXun06nw969e5Geno6oqAvTUUVFRSEtLQ1ffPGFV8tL5MrOHdsH7W7PiePHIJVK3drW08GJdVCXCFWq7oGBfTcbdx0pPii09A2kC0DK2HF4560t+O7IIcTExiMyKrZP+5d1dgNqaW7G7MxsZGbnYvrlMxy2WbhoKVJSxwGwDlBOmzrdobuTBUBjUwMSlclIn34lf5yIBtlLG7ciMipGqCP4S598T5DKQv2ib/+6J1dbv9z8THR0NJKTLwSCmdm5aG1tQ1R03777A92QDwwA6x87IiLCYVlRURHCwsIwYcIElJWVITm5+7zgY8aMQWlpqcvjikR88OG5R2/XFDx4rj2FeQ6v5eERuH7uPLf2LTly0KPvO2tOLgz6tm7vf09hHl549imsWf0IXnrhGbeP992RQ7jrniUD/luMHTcOZ8vLIJVKodGooUxK7va59fQw6PWYe8utSExU4qFHVkEkAm6+dX639257HhkVhaw5uXjokVWIi4+DSATEx49Au9EAZVJyt309cU3xwUdfHsPlepLL5Wior0eV6pzD/9Gh/IiLj4NB34YqVYVPy7Fm9SM4d64ciUlJiI+P86trSiqVQaVSOSwzm9sx95ZbfV42bzzcFZDt1nv27MH27duxfPlyREREQKfTQS6Xd9suPDwczc3NLo+TkhDtdD+i/hqbGO1y3bS0S1FbW4tUpett3HX/21tQmPchfvGLXwAApqdPxd+f/6tb+8ZEhHqkDPYun56OU6dOORx3Zd6HqK2pQogYMBr0bp8zVBqMpYtuH1B5IuUhKPz0Y9TWVOOtt97C/v37AQCFeR+6dexdu3YhMkKOvz//V+zatUsoe6qTfU8f/w6pymgoR8Xj6KEvceONNyIncxZSldFInzrFeix5SL/fU0/XFFFfDYfrKSoyHPHx8fjhhx88/l3nKzmZsxATEdrte9bbQsRAuFyOQwf2Y8EC64QXvrqmdu3ahf3792PNmjXYtWsXrr7qR7jxxhsdPp852dnC93Eg0+mC3d424AKDvLw8PPzww7jxxhvxf//3fwM6Vnl1I0JD2z1UMhrORCLrl2NZVSMsLppYT5dam4A3bbGOexlIN5lKVTUOHTqMM2VncdH4ScjKvRmlqka39h097mK3t3VXVY0aickp2LTlbeF9ff2//YiOVUBvNKG29rzDup6Mn3xZn8rXNQFaUUEerrh6NvI+zYdEEoxLpl2LS6Zdi6KCPLz9zna3jp1f9DkSk1NQqmrEJdOu7XGfyqpqlKoaceBQMQ4cKhbOV6pqxPoXX8PHH4/EFVfP7vNn7s41ReSu4XQ9NWlbMGHyFNR98z+Pf9f5iu175Q+PLMevlv+u29grbyWC1BtNiIyO7vzOs04l7atr6pm/Po+z5Wdwz30P4Z+bXsfY1HHdvq+f2vAKAATMdeBKa6vO7W0DoiuRzbZt27BixQosWLAA69atg6iz7cTWatBVc3Ozw7iDriwWPvjw3KO3a0oRF4dmbRNe+ccL+PD97QM6V8rYcRBLgqGqPIeCT3chIyvXrf0Kd+e5vW1fHhpNHbRNWrzyjxeE85jajUhISEKQWILmlma337O6Tt3re7B/XXz4oMOyooJ8WCzA4088jUunpAvLM7JyERIic6sMRw4fQkRElNvvv3B3HmAB4GRdcEgIvvrys0G5pvjgoy+P4XI92YTJ5T4vy2C8t/feeRsWi/V7x/bdt3Xzqy73efaZtR49f2rqOFgsgEwq89k1Vbg7DxpNHUKkUmu5LMCUtOk+//v4+tpwR8C0GLz99tt48skn8dBDD2Hp0qUO61JTU3H27Nlu+5SXl2PcuHHeKiKRU7Y7OWlTp+OzogKcKz/jsLw/IiKjcOv823Hsu8P4/uj3bu+3pzB/UO4qKRTxOHL4AACLkEjsovGTsHDREuzcsR2hslC3kpNlXTsNkT0E88CF2YLsB3Kv+ZN1coLM7FxhqlNn73NKWrrL49oGSGdm50Kj0WDhoqUut7Vn0OuxbcsmXDXzx05nDLniyhmcQ5vIixKVScjIyoGq8pyvizIoWnUtAKzfgbbvnLPlrvM2bdu8CWdOn8JLG7cO+NxBYgmCgsQDPk5/2P9mbnz5BSgU8UDnKOiIyKiAyFfhDQHRYvDNN9/gz3/+Mx599NFuQQEAzJo1C4cPH0ZDQ4OwTK1Wo7i4GBkZGd4sKlE3ewrzMe+G2fh672eYkpaO4GApRo5M6PcMRb+5/x4o4uKw4uFVqKysRGJCIoDep0MtKsgTptb0NGVSMjo6zNAbDHhr6+t4f/vbWLhoCTKzc7Hvf18jOiYGDfX1Lve3BRO1tTWIix/R47lKSg5j547tyM/bhc+KdiNt6nScr6nCurWrreuLDws/EF1/KHrKzvzOW1vw+KO/tW7XZVrSnsTExuJseSk0arXTGVA4TSmRd02ZOs06j/3Uab4uisdlZOVALBajqCAPGrUaijhrLpW2tlaX3/96gx41Ne5nje/K9v1cVJAHeXgkFtyxCAAQq4jv9zH7Y83qR3Hb3DkAgFMnjmPhoiVYuGip3+VT8HdDPjCwWCxYs2YN0tPTcf3116Ours7hodPpcPvttyM6Ohq/+93vcPLkSZw8eRK/+93vMGLECMyfP9/Xb4GGuWZtE0o75+VXxMVBLJF0TvHZf7b+pVHRMXjgwUcAWAMQ+2y/Xb3z1hb87+vBm7535KhEyMPkaGtrhUh0oVI+40dX48abf4ZEZZLLfUuKD+E399+DlNTx2Lj5nR7P09LcjNraaiQkKDvvGAFJSWMAWH+4NJ35C5xJmzpd+JHrSqlUorHRenNBmdR9ljNXGurr0dbaioysHKfBRPyIBE5TSuRFaVOnO/wbSGzfMdu2bAJgzdmiqjwHsTgYewrzsWb1I1h2zwJh+6KCPMBiQVBfpq3p4rOi3UI2+X3f7BXKkJaejl27dg3g3Tjn6vu7pbkZKlUligryIJVJkZmdix3vvo11a1f7xTSuQ8WQDwyqqqpw5swZHDx4EDNnzuz2eP311xEREYFt27ZBIpHg5z//OW6//XbI5XJs3boVYWFhvn4LNMxptVqEh0fg8SeeQdrU6RgxcqS1u4pa3a95/rV2d/1DQ+XCl3Td+WocOrBPWOfsmBKJ+zMX9FWiMgnRsQqIgoJgsevw+OLLm7Hi4VVO7+zYXre1teLQwf1Y/tCjPZ6jqCAPMpkMM66aiYWLlqKtzTq2aPfn+3HFj67GnsJ8BImAvz79Z6f7Z2bn4rOiAqfrjh09iujoGKFFxv33nQyTyeSyhSGQ5lEnGgpctRgGCrPZjLPlpUJl+PSpExg/YSIAoEGjxg8/nBK23bljOy6aMBlXzfxxv8/X3NyMbVteRbO2yaHlN23q9EEJDFy1phsMeogAPP/sU7hyxjUoKshDTU01amqroNH4PvHbUDHk26+VSiVOnjzZ63ZjxozBK6+84oUSEbnH1h8yMjIS826zTlWZmZ0r3NWvOFuKp/78GADrl7ezHzFnM+5ERl7ogz9l6oU+80qlEufP1+C2m+dgxIhREIvFOFJ8EGlTpyMzOxcyWRh+9vNfDMp7tVWk5fJwaOrO49b5d3TbJjM7FxvWr3V4P0eKD2Ldk6tRd74G187K7PWHPDM7F0eKDwotJvafm+1HMiEhASaz2eUx6mqrseyeBd1aJlrb2rDm6eew+rHfISKy53EO9pRJySgvd50vJVArJ0TkG2KxGO3t7bD1r29oqEdVZSU0GjUa6zUwGPTCtmVlZzA7c86AMiY3NdSjvjOXlLHd6LiuqQlFBdZJLTzB1U2yooI8KOJHIiIiAtVVKuz61Nr6vePdt3G27AxmZ2Z75PzDwZBvMSAaqv74h4fwwLK7AKDb1HIAEBISDIPBgD2F+UKW3a62bXnV4YvySPFBIdMugG5f9po6NaoqK3H40AGcPHkMb217HS+9YO3GUltb7bQcnmBrsn9p41YkjR7j8jyfFRU4jIXQqNWoqDiL4BApXnx5s1vnsj+2fZesyMhIREZGoqGhEWNSUl3uLwmWoPSH007XZWZbk7XZt7y4I6WH8xEReVKCMgl1deeha2kRxo1FRUejrrYGLS0tiI5RYM3qR7BmtbWb6UC6VBUV5GHEqFEIDQvDlKnpaDdemOI9MzsXVVVV/R4v58yewnyn5d1TmI+Q4GAAIoy7aLyw/KWNW7Fuw0uD9tsWiBgYEPlAUUEeDHo9/vfNXoeKPHCha0lkZBSCpSFQxMUhLCzM6Z2SH06fEPqSAkB5qWMA0bWbil6vB0RAY4MG0dExkMlk0DZZfzhGjkzwyHtzxv6uuKKHAWl156uxc8d2YWahgQ6Gtj9vSuo4pKSOw7JfLu+xT/8TTz6LpNFjuy23lTs8PBKhobI+laMvYxKIiAZi+UMrYbFY0GGx4LuSwwgLDcO7O3dDLJFAHh4OADhbXoqz5aWo16iRmZ3b7z74R4oPIiEhCY2NDSgpPoykZMfvutOnT6Os9IxHBgAXFeThh9MnnAYaqspzuO76mzB2bCqW3f+gwzq2yvYNAwMiH9j48guQSmVoa2vtdvfD9iUWo4hDs1aLkuLDaGyoF7oVAReaU5VJyVAmjRaWa7Vap8eykYXKkJQ8GlKpDMvufxBPPPksLr40DUUFed0ClMGycNESl+ukUhm++foLnDh+FMvuWYD/ff0FIiOj+pTO3ZW0qdOhUavd6o7krCJvW7bqiaeEAd1ERP4mMztXGExsASDuHDsml4fDYrGOe1JVVqK09Iwwc1B1dWW/zqVRq6FMSobRYEBkZCRmXDXTYX17ezvKSkudTnzhaqIHV955awu+O3IYb219HQ8su8uhdbmtrRUrHl6FufPmMxAYIAYGRF5WVJCH1tY2QAQkKUe7/BJ7/IlncMmlU6HR1EEul0Or1QpfgrY7JheNn+QwEFaZlOyyWVilUiE+fgRmXDUT187KQGZ2LjKzczF33nxsfPkFr83Q0dOX9vjx1ibgSZMvQdmZH2Aym/GXZ17A5IuneOS87g707bqd/d0u2+fmroysnD4NViYiGihZaCiqq1RISRkHY+eYgkRlEmIVcVAmJaOxoQHNWq2Qu8VoMAzofFKpFKdPnejWZWf06NEQweL0u3fXh+/16RxKpRLy8HCIJRKcr61xmGnPFpAwKBg4BgZEg6xrE+qewnxMSUvHrfPvwO7P9/e4rzIpGQpFPB548BGMTFAKX4IlxYew7J4FOHRgnzCO4Df33+NySkzAOi3mAw8+ghUPr3Lor5+ZnYvKinN+8YXa3NwCmSwUABAkkeAXd1tzHfTUytAX7r7HzOxcFBXkCXe0/vDIb/DVl5/1+5wDGdhHRNRX0dExaGqshzIpGWFya/chW+tys7YJBqPBYTzAmJT+tRirKiuESn/y6NHd1v/5z3/G7Kw5DsseWHYXHlh2F5q1zX3uYpQ2NR1/eeYFJCQq0axtEpLUcQyB5zAwIBpkewrzHb78mrVNQgKy3mRk5WDK1HRkZuc6zKqg0WhQeuY0lElKYdnnnxX2WPHtKWhwNkuQp7lzt/6iCZNxy89+DgDIyb1R+Iy8HbQUFeRh25ZN2LzpH7ht7hzo29oQEizt9/E4JSkRedPjTzyN+JGjAADjJ0wSlotggVarRVzcCLS3G4UbHsqk5D537QGA8vIzyMzOxYSJFzvNMXPjjdbv8W1bXhWOf/rkCRQfOgDAgn/+/bkej2//21ldpUJy8oVWdq1WC41Ggw3r1zKJmQcxMCAaZM3aJhwpPohdu3YJX4zudtvJzM4Vtl3x8CphMK5CYe2akpw8GhlZOViz+hFIJD3PPtxT5dobd1vcqdzbKtARkVE+vQN0pPggystLYTabUVb6A2IU8fj9qif6fTx/aI0houEjMzsXIcEhAC6Mj1LExQldiaQyGYKCgtDa2grA+t2775u9fTpHUUEe9G3W/XtLynnk8AG88do/AQDSUBkMRj3Gpl6EEZ3Bi7NjFxXkYd2Tq4XZ+yorLgyQnjtvPpRJyag8V463tr7u0ZmPhjsGBkSDrKzMOof93//+d/zv672IiIzqU0XRftuysjPYsH4tlEnJSB03HkHiC8HAmJQUj5XZV2yBkK/75FuDMRGy5vwUUpkMU6ZMZeWeiIa0tKnTsXDRUgBAvUaNiMhoIamlrUsp4H5CzT2F+bDlquzt+zEsTN6ZW8E6w5tYHIx3d+4Wcvh0tXPHdmzbsgm6lhb8rzNgUWvUwm+ebcyYWCxGS0tzQGax9hUGBkSDzKBvw5HDh1FXV4fQUPmAUrMrFPH46MP3oYiLw8bN7+DxJ57BnsJ81J2vC5iZcuxbSXxZhpSUVLz48maMnzC517thRET+yH7yA9vECYq4OBj0eqRPuxxKZVK3fdy9+/7tvq+Fgc29+UnmHFyWlo6igjy0temQMtY6JbQtF0/Xbky1tdWorlbBYNCjpaUZADBp8mXCVNO25J5jUy8S3ht5xpDPfEzkz4oK8tDU2AidrgWzfnwtfjhTBlVl/6aFA6xNwmfLuyc72/+/r9xOADYU+MOXvC1r9MJFS/yiPEREfSGVyZx+d6VNnY73t7+FlzZudVh+6/w7eh1nYEuK9vgTz6Beo0ZoWLhbZcnIykFGVg527tiO2tpaPP6nvwAATp860bms2mH70FA5KivOwWw2I65zSlXbdzJwIXh5d+duLJh3nVtlIPewxYBokDyw7C784eEHYYEFsAC/+MUvED9yFORy975IncnIysGIESOx9/MiYZkiLg5jxjKzrqfZWi0YFBDRUDR2rHWmoa7fYZnZuUL+AnsrHl6F97e/hfffecshR4C9DrMJHWYTigryYDabEe7m75n9NM8pKanC85CQYJSVnRG6MdlMmZqO6ZfPQFr65fjqwDEArsfmvbPjU7fKQO5hYEA0SIoPHYDBqEdwZx/OG2+8Ef/YuBVX/Ojqfh8zMzsXUdHRiIsfISxLmzodF42f1MNe1B8MCIhoKOupC6RtAouuTO0mAMDzzz7dY5eiI8UHET9iZJ9/zyIioxwSSF42JR3NzVoY9HohEFmz+hGcOPYdIiKjhKmqf3P/PQ7HSZs6nd/Rg4SBAdEg2LB+LVpatJBKpUhUJiE4JFhYN9CpK+NHJDhMC9eXxF1ERDQ89FRxtu+WY2/EqFG4dcEdOF9b4zT/SpBYApVKJazrz2+P/eQSL768GRERUZBIJNi2ZRMAa6uEUql0mGL70MH9DtmTGRQMHgYGRIOgvPQMJl18KWb8aCbe3bkbf/zz08K6gX6hOfsi5pckERG5y1W3nLCwMKRNnY7omGhhogz7LkWPP/EM4kckAACkstA+//Yo4uK6nVuhUCAqOhrfHTmMooI8IfiwP/a06Vf6fLa64YKBAZEH2BKs2L5AU1LHYdn9DyIl1Xkfz4FgEEBERAPh6nckNFSOzOxc5OTeCI2mDkUFeU67FJUcOeSQdHMg5164aCmuvmYmgqUh2PjyC5CHR2LBHYsctnnx5c0+n61uuGBgQOQB+Xm7sKcwH3sK84W+kP4w7SYREZG7bP3/Vzy8CiJYcxWUFB8W1ttuflWeO9uvJJTOfhMzs3MRJJYgMSERtbU1yM/b5TRw4U0x72BgQOQBISEy/HD6BH44fQJffr5H6H/JLzIiIhoq7LuqVpw7i2//9zXqO1sOAGvisYysHIRIZf06vqvfxMefeAYPPPgIRo4chYkTL+7XsckzGBgQDdCa1Y8gIWEUGhsb0FBfjwmTJnMwMBERDTn2Fff4+JFo0jbAAggDf8vKSpGZnYvQsLBBOfeMq2YGVE6eoYiBAdEA2WZQyMm9ETpdC5bd/yBbCoiIaEjb/fl+SCTBMBr0OH70CADAoG8DYM1FMBj60z2JPIuBAZGHrHh4FYJDQhgUEBFRgBAhefRo1J0/D8A6E1FRQZ5DLgIKLAwMiPqoa8p4jVoDlUoFALjp5p/5okhEREQeF6uIQ2REJNo7sx2LYMHOHds5dWgAY2BA1Ecfffi+w+uIqBhhajU2gxIRUaAYOzYVVVVVaGxowB8efhApY8fh4IF9nHEvgDEwIOojqTREyFsAWBO2sPsQEREFmrnz5uPKq2ZCERsHbXMTIiKjAHDGvUAm8XUBiIaanNwbsacgD//5aAcAa5ZjIiKiQGMLAM6cPoX/7ikAAIyfMMmXRaJBxsCAyE1FBXn4eu9nAICkpCQUHynGzh3bhezGREREgSYzOxeZ2bm48bpZnIp7GGBgQOSmI8UHUVdbi/iRI6HVajFq1CjU1lZzzmUiIhoGLOxCNAwwMCBy0zv/2orQsFD89+sjWHbPAky+5DLIwyN9XSwiIqJBN3YsW8eHAwYGRG5qadEiIso68Grj5nd8XBoiIiLvmTtvvq+LQF7AWYmI3BQdE4uY6BhfF4OIiMjr2I1oeGCLAVEvigrycKT4IP78l2d9XRQiIiKiQcPAgMgFW4bjfd/sRWionMnLiIiIKKAxMCByYd83ezFyZAIaGxswcmSCr4tDRERENKgYGBD1gIOtiIiIaLhgYEDkwoyrZnKwFREREQ0bnJWIyAWOKSAiIqLhhIEBkQtFBXm+LgIRERGR1wRMYLBlyxZceuml+O1vf9tt3YEDB3DnnXciLS0Nl19+OZYvX47a2loflJKGig3r1+JI8UFfF4OIiIjIa4Z8YNDY2Ij77rsPr732GqRSabf1paWlWLx4MZKTk/HBBx/glVdeQVVVFZYsWYL29nYflJiGCnYlIiIiouFkyAcGH3/8MVpbW/Hhhx8iKiqq2/pNmzYhJiYGa9euRWpqKqZPn46nn34ap06dQn5+vg9KTP6OXYiIiIhoOBrygcGsWbOwefNmKBQKp+v37t2LmTNnQiK5MAFTamoqkpKS8MUXX3irmORn1qx+BFnXThOCgA3r16KoIE/Icpw2dbqPS0hERETkXUN+utLk5GSX63Q6Hc6fP4/Ro0d3WzdmzBiUlpb2eGyRyPqgwNNhNqGpqQk7P9iOnR9sx9jUcVj35GrodC1Y89SzHp+m1HYd8XoiT+E1RZ7E64k8jdeU/+jL32DIBwY9aWlpAQDI5fJu68LDw6FSqXrcPyUh2um+NPTt/9/XuOqqH+G+pffiqaeewtjRSowcEYdz51qxdNHtg3besYnRg3ZsGp54TZEn8XoiT+M15Xs6XbDb2wZ0YDBQ5dWNCA31zwHKti4wTMDlOCbA3c9j3ITJ+NvLmwEAEybvQkubEW+++x8UFeShVNXo8TKKRNYvx7KqRlgsHj88DUO8psiTeD2Rp/Ga8h+trTq3tw3owCAiIgLAhZYDe83NzU4HK9uzWOC3F/O6v/wJEydejIys4R0Y2MYEaNRqNGubHD6PooI8p4FCUUEeXvzHZuFv+/gTzwCw/q0zsnIH9W/uz9cUDU28psiTeD2Rp/Ga8r2+fP5DfvBxT8LCwpCQkICzZ892W1deXo5x48b5oFSeYTQYEBHZc2AzHOzcsR0AoIiLw4njR/HAsrtw29w5mH7pWPxx5UP4zf33AIDDIGPmJyAiIiLqLqADA8A6a9GXX37pkLPg2LFjqKqqQkZGhg9LNnAZWTmDctyigjxsWL92UI7tCV3Lt+LhVUibOh3jJ0zC+doaNDU1QqdrgVwejkMH92PD+rXYtuVV/Ob+e1BeeoYzDhERERE5MeQDg8bGRtTV1aGurg5msxkGg0F4rdfrsWTJEuh0Ojz22GMoKytDSUkJVq5cibS0NGRmZvq6+P02YuSoQRtfYLsL76927tiOfd/sRVFBHlJSra0+mdm5eGnjViQkKjFp8iWYc90N2P35fsy77Xbs+2YvpkxNR1lZKVJSx3FcBhEREZETQ36Mwa9//Wvs379feF1TU4OioiIAwFNPPYV58+bhjTfewLp16zB37lzIZDLMnj0bjz76KIKChmZctGH9Wiy7/0EAwG1z56CpsRG7P9/fy17uWbP6EVRWlGPuvPnYsH6tX2T/tbUOlJeeAQDMnTdfWNe1fLZAwbZ8xcOrkJMxA2lTp6P8zGmcOPadN4pMRERENOQM+cBg27ZtvW5z2WWX4c033/RCabyjvPQMVjy8CkUFeWhqakRl5Tk8sOwuvLRxKwDXg257Yqt8nz55AunTr8CR4oN4f/tbOHP6lHBcX7CNEaitrUZjYwOAnmcechbI5OTeiCPFB6GIc54Ej4iIiIgCoCvRcFBUkCdUkIELd8W3bXkVicpkKJOSUVNTjaKCPORkzMDGl19wmMLTtr/9sq5sd+OjYxTCLD1yeThOnzwxGG/JbbW11Xjx5c1Ydv+DyN+zD4+s/FOfj7Hi4VXQqNUIEksQJB7ysTARERHRoGBgMARs27IJtbXVmPOTKzFn1pXC4NnIyEhoNHWYMHEympuahO1HjkxwmHln547tqK2tdjl2wNZasOLhVUI3nbSp0/H7x55AjCJWCCi6/jvYNqxfixlXzQRwoZWgv+MDMrJy8PgTzwhBDxERERE5YmAwBEyZOg3L7n8QOp01H4Otcjx33nzMzpyDlzZuhTRUhp07tuORlX/Ciy9vxmdFBUIrQ0rqOLyz41OUnjmFeTfMBuBYyd/3zV7U1lY7HDszOxeZ2bmYcdVM/PEPD+Gayy/Gzh3bUVSQh507tg/6rEW28nlqjAMHHBMRERH1jP0qhoC0qdOd3jG3Vd4BYOzYcd1m3Dl58hiKCvKEFobU1Itw7Oh3QsBwpPggykvPCAOZnVnx8Cp8+slHUFVWAAA2vvwCAKCsrFRY3xcb1q9FeekZvNiZdbinbewHGRMRERHR4GKLgZ9xdid+T2E+gJ7ves+dN9+hkj47MxvR0TE4UnxQ2O/Ff76Bwi8PAbD23X/nra3QapscAgxndv93Pxb/3wOYO28+Zlw1E8vufxBjx6Zi3zd7sWDedQB67l60Yf1aYX156RkcPLAPDyy7y+V7Lik+xKCAiIiIyMvYYuBHbN18ig/uhyw0FAvuWIQjxQfRrG3qZc/uQYNt1iJnWX7nzpuPPYX5GDkywe0KuC3osD+PrcXhN/ffg9raahwpPujQugFYA4by0jPY+3kRXnrhGTzw4CMwm804X1vjsN6+rJGRUez6Q0RERORlbDHwsWuuuBi3zZ2DooI8aDQapE+/AnV151H6w2mh4t3fu+eZ2blOs/xmZuciIysHL768ud8VcKEVorNL0IyrZqKk+LDQ1cjWQnCk+CDmzpuPuPgRwn4vbdyKIHGQw/rfPXgf3n/nLQBgawERERGRD7DFwMcMej2aGhuxc8d2oTvQhvVrhTvvG9avHdDdc1f7euKOvC3osAUHv7n/Hpw+dRyAtcJvmwVpxcOrup1v5MgEYazDiodXIUwuR2Jikl8kVCMiIiIajkQWi8Xi60L4E51Oh/DwcADAd6cqERoqH7Rz2QIAwFqRHuqVYtuMRbY8CwC6dS2y95v778HcefOHRbchkQhIVUajVNUI/o8jT+A1RZ7E64k8jdeU/2ht1WHKxCQAQEtLC+Ry13Vbthj4iG3A7UDn5/cnmdm5+Offn8PXez/Hug0v9fqehktQQERERDQUMDDwgTWrH8HnewqFGYICyYiRo9DU2OhWhZ9BAREREZH/YGDgRWtWP4LDB79FUtJopF403tfFGRQvbdzq6yIQERERUT8wMPCi70uOAADm3vpz3i0nIiIiIr/CwGCQ2cYS6Fq0aG83YsfHn/m4RERERERE3TEwGERFBXnY981enK+twfgJE5E+/QpfF4mIiIiIyCkmOPMg27z8c2ZdiTmzrgQALLv/Qdx488+w4I5FePyJZ3xZPCIiIiIil9hi0E+2OfvnzpsvZCiura122CaQpiIlIiIiosDGFoN+OlJ8ECmp44RKf0rqOLyz41MAwO7P92P35/t9WTwiIiIioj5hYNAHtoHEtn9tmYpXPLxqyGctJiIiIqLhjV2J3GAbO2CTNnU6uwcRERERUUDx+xaDyspK/OpXv8K0adNwxRVX4Je//CWqqqqE9QcOHMCdd96JtLQ0XH755Vi+fDlqa2sdjlFTU4Ply5fjiiuuwJQpU3DHHXfg8OHDvZ574YK5WLP6EQDWrkIvvrwZAMcMEBEREVHg8evAQKvV4q677oLZbMY777yD1157DTU1NVi8eDE6OjpQWlqKxYsXIzk5GR988AFeeeUVVFVVYcmSJWhvbwcAGI1G3HPPPaioqMBrr72Gd999F2PHjsW9996LiooKt8rx4sub2VWIiIiIiAKaX3cl2rZtG4xGI5577jnIZDIAwIYNG3DixAm0t7dj06ZNiImJwdq1ayGRWN/K008/jdzcXOTn5+OGG27Af/7zH5SWliIvLw+pqakAgCeeeAJ79+7Fpk2b8Oc//9n1+d/ZidBQ+eC/USIiIiIiH/PrwGD37t3IysoSggIASElJQUpKCgD8f3v3Hd9UuT9w/JPuFgoFSsseZTsQroOpiCBeFEFUUJALqMgQUJANKkOUWYayBZUlS2QIKFOmDL3O+wMB2zIsu9BC0pGkOb8/6jlN0qRN2pSk8H2/Xvd1sTlJnnPynOc832dy8OBBWrRooQUFADExMVSqVIn9+/fTrl07Dhw4QNWqVbWgACAgIICmTZuyf//+HN+ZmZmp/fvatauEhqYWwpmJu41OB8UDjVy7loKieDs14k4geUp4kuQn4WmSp3xHaqpB+7d1PdcRnw0MTCYTf/31F+3bt2fGjBls2bKFtLQ0mjZtypgxYwgODubKlStUqVIlx3urVq1KfHw8AAkJCVSuXNnhMV9//TVpaWmEhoZqf7ceXtSyacNCODMhhBBCCCFuv/Pnz3Pvvfc6fd1n5xikpKRgNptZunQpGRkZzJkzh/Hjx/Pjjz/Ss2dP9Ho9AMWK5RzqU7x4cW7dugWAwWBwegygHSeEEEIIIcTdzGd7DMxmMwCVK1dm1KhRANxzzz0EBATQr18/jh49Wijfa927cOy3U4SGhhXK94i7i04H1cpHcOZisnSpCo+QPCU8SfKT8DTJU74jNTWVRg1qAzgcRWPNZwMDtUX/vvvus/n7ww8/DMCJEycAtJ4Da7du3aJkyZIAhIeHYzAYHB6j0+koUaKEzd/9/f21f4eGhsnkY+EROl1W71ZoqEkKSOERkqeEJ0l+Ep4mecp3WF9/63quIz47lKh48eKULVuWlJQUm79bLBYAoqKiKF++PGfPns3x3jNnzlCjRg0gazKys2MqVqxoM7FZCCGEEEKIu5XPBgYAjz32GPv37ycjI0P7208//QRAnTp1aNGiBQcOHND2LAA4fvw4Fy5c4IknngDg8ccf5/z58/z111/aMUajkQMHDtCyZcvbdCZCCCGEEEL4Np8ODHr37k16ejqDBg0iPj6eQ4cO8eGHH9KwYUOaNm1Kr169MBgMjBkzhoSEBH7//XdGjRrFAw88QKtWrQBo06YN9erVY/jw4fz+++/Ex8czatQoTCYTvXr18vIZCiGEEEII4Rt8OjCoVq0ay5YtQ6/X07FjRwYNGkTjxo1ZvHgxkDWBYunSpVy4cIEOHTrQq1cv6taty8KFC/Hzyzq1gIAAFi9eTPXq1Xn99dfp2LEjSUlJLF++nHLlynnz9IQQQgghhPAZOkWRKSHWDAaDNvH5j1N/y+Rj4RE6HcRUjCA+UVZnEJ4heUp4kuQn4WmSp3xHaqqB+nUqAVmL9jhaxl/l0z0GQgghhBBCiNtDAgMhhBBCCCGEBAZCCCGEEEIICQyEEEIIIYQQSGAgPKzbwu/ptvB7bydDCCGEEEK4KcDbCRB3liRDureTIIQQQggh8kF6DIQQQgghhBCuBQY//fQT8fHx2n+vXLmSZ555hoYNG9KuXTtWrVpVaAkUQgghhBBCFD6XAoNx48Zx5coVICsomD59Oq1bt2bcuHG0bt2a2NhYVq5cWagJFUIIIYQQQhQel+YYnDt3jsqVKwOwbt063n//fTp27Ki9XqdOHWbPns0rr7xSOKkUQgghhBBCFCqXegyKFSvGjRs3ALhy5Qr16tWzef3ee+/l4sWLnk+dEEIIIYQQ4rZwKTBo0aKFNlSoUaNGfPvttzavb9u2jWrVqnk8cUIIIYQQQojbw6WhREOGDKFLly507dqVBx54gC+++IIff/yRGjVqkJCQwK+//srcuXMLO61CCCGEEEKIQuJSj0HZsmXZsGEDDz30EPv370dRFH7//XcOHTpEdHQ0q1atokWLFoWdViGEEEIIIUQhcXmDs/DwcN555x3eeeedwkyPEEIIIYQQwgsKtPNxeno6v/76K2fOnOHmzZsAlChRgmrVqtGgQQNCQkI8kkghhBBCCCFE4cpXYJCSksLMmTPZtGkT6enpDo8JCQnhueeeY9CgQZQsWbJAiRRCCCGEEEIULrcDg5s3b9KlSxfi4+MJDQ2ladOmVKtWjeLFiwOg1+s5c+YMP//8M6tWreLo0aOsWbOG8PBwjydeCCGEEEII4RluBwZz5swhPj6enj17MnDgQIoVK+bwOIPBwMcff8zSpUuZO3cuI0eOLHBihRBCCCGEEIXDpVWJrO3atYvGjRszcuRIp0EBZG2KNmrUKB555BF27NhRoEQKIYQQQgghCpfbgcHVq1epX7++y8c3aNCAq1evuvs1QgghhBBCiNvI7cAgIiKChIQEl4+Pi4sjIiLC3a8RQgghhBBC3EZuBwbNmzdn165drFy5Ms9jV6xYwZ49e3j00UfzlTghhBBCCCHE7eH25ONBgwaxb98+Jk6cyOeff06zZs2oXr26zapECQkJHDp0iMTERMqUKcPbb7/t8YQLIYQQQgghPMftwCA6Opo1a9Ywbtw4Dh06xJo1a9DpdDbHKIoCQLNmzRg3bhzR0dGeSa0QQgghhBCiUORrg7PKlSuzZMkSzp8/z5EjR0hISECv1wNQvHhxqlevTuPGjalcubJHEyuEyL9uC78HYEWfll5OiRBCCCF8Ub4CA1XlypWl8i9EEZFkcLxLuRBCCCEE5GPysRBCCCGEEOLOI4FBEbb6aJy3kyCEEEIIIe4QhR4YTJkyhdatWxf219yV1hyTwEAIIYQQQnhGoQcGycnJJCYmFvbXCCGEEEIIIQpAhhIJIYQQQggh3F+VaPjw4W4d/8svv7j7FUIIIYQQQojbzO3AYPPmzeh0Om0TM1fYb4AmhBBCCCGE8C1uBwbFihWjXLlyjB071qXjFy1axKFDh9xOmCOvvfYahw4dYvfu3VSqVAmAn376iZkzZ/K///2PwMBAmjdvzqhRo2x2W7506RKTJ0/m0KFDZGRkcN999zFs2DAaNmzokXQJIYQQQghR1LkdGNStW5c///yTRx55xKXjN2zY4HaiHPnqq684evSozd/i4+N5/fXXadu2LR988AE3btxgypQp9OrVi6+//prAwECMRiOvvvoqYWFhLFmyhODgYJYtW8Zrr73G5s2bZYM2IYQQQgghyMfk43r16pGamsq5c+cKIz0OXblyhSlTpvDSSy/Z/P3TTz+lVKlSTJw4kZiYGB588EEmT57MqVOn2L59OwDbtm0jPj6eadOmUb9+ferUqcP48eMpUaIEn3766W07ByGEEEIIIXyZ24HBww8/TJ06dbh06ZJLx7dq1Yr+/fu7nTBrEyZMoGHDhjz11FM2fz948CDNmzcnICC74yMmJoZKlSqxf/9+AA4cOEDVqlWJiYnRjgkICKBp06baMUIIIYQQQtzt3B5K9NRTT+WooOemdevWBdrg7Ntvv+XQoUNs27bNppfCYDBw5coVqlSpkuM9VatWJT4+HoCEhASHw4WqVq3K119/TVpaGqGhoQ6/W6fL+p+v0uG76fPVdHmLej184br4QhpEwflSnhJFn+Qn4WmSp3yHO7+B24HB7ZScnMzEiRMZMmQI5cuXtwkM9Ho9kDUZ2l7x4sW1TdUMBoM2Udn+GIBbt245DQyqlY9w+Pm+wt9PR0zFCG8nw4a6ApWvpctXVK8Q4bXvlt/mzuTNPCXuPJKfhKdJnvI+gyHQ5WN9OjD46KOPqFy5Ml27dvXK95+5mExoqMkr3+2KTItCfGKyt5NhQ13G1tfS5W06XVbhmHAhGTdW+vUo+W3uLL6Qp8SdQ/KT8DTJU74jNdXg8rE+Gxjs37+fHTt2sH79evz8ck6FCA8PB7J7DqzdunWLkiVLascZDDkvyK1bt9DpdJQoUcJpGhQFn87MCr6bPl9Nl7f5Qp7y9vcLz/KFPCXuHJKfhKdJnvI+d66/zwYG3377Lenp6Tz77LPa39QWzzZt2vDwww9Tvnx5zp49m+O9Z86coXHjxkDWZOSff/7Z4TEVK1YkJCSkkM5ACCGEEEKIosNnA4NBgwbx6quv2vztjz/+YPTo0SxatIiqVauyePFi9uzZg8lkIjAwa/zU8ePHuXDhAk888QQAjz/+OJs2beKvv/6iZs2aABiNRg4cOMDTTz99e09KCCGEEEIIH+X2cqW3S3R0NLVr17b5nzqJuFq1alSuXJlevXphMBgYM2YMCQkJ/P7774waNYoHHniAVq1aAVm9C/Xq1WP48OH8/vvvxMfHM2rUKEwmE7169fLmKQohhBBCCOEzfDYwcEXlypVZunQpFy5coEOHDvTq1Yu6deuycOFCbV5CQEAAixcvpnr16rz++ut07NiRpKQkli9fTrly5bx8BkIIIYQQQvgGnx1K5EijRo04efKkzd/uv/9+VqxYkev7IiMjiY2NLcykCSF8QLeF3wOwok9LL6dECCGEKHqKVGAghBC5STKkezsJQgghRJFVpIcSCSGEEEIIITxDAgMhhBBCCCGEBAZCCCGEEEIIDwYGycnJHDlyhG3btml/S0+X8b5CCCGEEEIUBQUODOLj4+nduzfNmjXj1VdfZciQIUDWLsWtW7dm586dBU6kEEIIIYQQonAVKDBISEigS5cuHDhwgMzMTBRF0V5LTk7m2rVrDB48mF9++aXACRVCCCGEEEIUngIFBrNmzSIlJYVKlSoxdOhQwsLCtNcCAgK4//77MZvNLF68uMAJFUIIIYQQQhSeAgUGR48eRafT8fnnn9OrVy+CgoK018LDw/n000/x9/fnt99+K3BChRBCCCGEEIWnQIGBwWAgJCSESpUqOXw9PDwcf39/UlJSCvI1QgghhBBCiEJWoMAgOjqa9PR0Dhw44PD1ZcuWYTQaKVu2bEG+RgghhBBCCFHIAgry5pYtW7J8+XL69evHww8/jMFgAOCtt97i9OnTnDlzBp1OR8uWLT2SWCGEEEIIIUThKFCPQb9+/ahQoQJms5kjR45gNpsB2LlzJ2fOnEFRFKKjo+nXr59HEiuEEEIIIYQoHAUKDEqXLs3atWt55plnCAgIQFEU7X8BAQE888wzrFmzhsjISE+lVwghhBBCCFEICjSUCCAyMpLY2FiMRiPx8fEYDAaKFy9O9erVbVYpEkIIIUThWX00jpcb1fB2MoQQRViBAwNVUFAQdevW9dTHCSGEEMINa45JYCCEKJgCBwZ6vZ6tW7dy9uxZkpOTbXY/Vul0Oj766KOCfpUQQgghhBCikBQoMPjpp5948803uXXrVp7HSmAghBBCCCGE7ypQYDBx4kRu3ryZ53E6na4gXyOEEEIIIYQoZAUKDOLj49HpdLRo0YL//Oc/VKhQQSYcCyGEEEIIUQQVKDCIiori8uXLfPLJJwQGBnoqTUIIIYQQQojbrED7GHTv3h2TycTJkyc9lR4hhBBCCCGEFxSox6B79+4EBwfzxhtv8NRTT1GrVi2KFSvm8NjnnnuuIF8lhBBCCCGEKEQFCgwSEhJYtmwZN27cYM2aNU6P0+l0EhgIIYQQQgjhwwo0lGj8+PHExcWh0+lQFCXX/wkh7j6rj8Z5OwlCCCGEcFGBegx+++03dDod5cuX59lnn5VViYQQNmQnViGEEKLoKFBgUKxYMUwmE+vWraNMmTKeSpMQQgghhBDiNivQUKJnn30WRVGwWCyeSo8QQgghhBDCCwrUYzBs2DDMZjM9e/bkjTfeoF69eoSHhzs8tkKFCgX5KiGEEEIIIUQhKlBg0KBBA0wmEwCjRo1yepxOp+P48eMF+aq7yuqjMi5bCCGEEELcXgUaSmQ0GvNcjUhWJXLfmmOykosQQgghhLi9CtRj0LFjR0+lQwghhBBCCOFFBQoMJk2a5Kl0CCGEEEIIIbyoQEOJxJ1LNqYqfN0Wfk+3hd97OxlCCCGEEEABewxatWqV5zEWi4X09HQOHz6cr+/46quvWL58OefOnSMiIoJmzZoxePBgbd+E06dPM2XKFP773/8C8NBDDzFy5Ehq1MievHvz5k2mTJnCnj170Ov11KxZk7feeouWLVvmK013A9mYqvAlGdK9nQQhhBBCCE2BAoPExER0Ol2OycU6nQ5A+7v63+76/PPPmTp1KsOGDaNVq1acPXuW9957j/j4eFauXElycjLdu3fn3nvvZfXq1ZhMJubMmUOPHj3Ytm0bJUqUAGDgwIEkJiYya9YsIiMj2bx5M/3792f58uU8+OCDBbgCQgghhBBC3BkKFBg425sgJSUFg8FAQEAADzzwgNO9DXKjKApLlizhueee47XXXgOgatWq9O/fn/fee4+TJ0+ya9cu0tLSiI2NpWTJkgBMmTKFxx57jFWrVtGnTx9+/PFHjhw5wpIlS2jUqBEAgwcP5siRI8ybN48lS5bk8+yFEEIIIYS4cxQoMNizZ4/T1/78808++OADgoODmTVrltufrdPp2LJlC/7+/jZ/j46OBsBgMHDw4EEaNmyoBQUAJUuW5IEHHmD//v306dOHgwcPEhISQuPGjW0+59FHH2X+/PkYjUaCgoLcTp8Qwj2yP4cQQgjh2woUGOSmbt26zJs3j6ZNmzJ9+nTeffddtz8jIiIix992795NWFgYtWvXJiEhgaeeeirHMVWrVmXXrl0AJCQkUL58eQICAnIcYzabOXfuHDVr1nT4/Tpd1v9uNx2ufa+rxxVmGpy+3wvXzZep18PRdbnd1+p2fp91Plp7LI4ujW9PYHA35L/c8pS4OxWk3Jb8JDxN8pTvcOc3KLTAAKB48eIEBgby3Xff5SswsLdnzx7Wrl3LoEGDCA8Px2AwUKxYMYffe+vWLQD0er3TYwDtOEeqlY9w+N7C5u+nI6ZiRJ7HZZgzXTquMNNgT51PUljpyq+e8/fwRb8nvJ0MqleI0P7tyWu1YNf/0bf1vbke443fxjof5TdPucNX819hss5T4u7miXtM8pPwNMlT3mcwBLp8bKEEBiaTib///psFCxaQnp6OxWIp8Gd+++23DBs2jGeffZY+ffp4IJV5O3MxmdBQ0235LmuZFoX4xOQ8j0s1ml06rjDTYE+dcF5Y6cqvPccTvZomnS6rcEy4kIw6V9+T12r+zv+jTb2KuR7jjd/GOh/lN0+5w1fzX2FwlKfE3a0g95jkJ+Fpkqd8R2qqweVjCxQY1KtXL89jdDodtWvXLsjXsHz5cj766CO6du3KmDFjtFZBtdfA3q1bt7R5B+Hh4SQmJjo8BtBWLnJEUfBKZlZw/XsLK33upMHh+z2QLk+PSfeFgslRnipoulYfjXP6ezm6hrfzOlinq6B5yq3v9YHf+nbxVjklfI8n7jHJT8LTJE95nzvXv0AbnCmKkuf/goKCGDJkSL6/Y9WqVXz44Ye88847vPfee/j5ZSc5JiaGs2fP5njPmTNntH0MYmJiuHjxIiaTKccxgYGBVKlSJc80yEZU3rHm2N23yVp+NpbL7TrZv2bKzLv3Tja3E0IIIe5OBeoxePjhhx3+XafTERERQfXq1enatau2kpC7Dh8+zIQJExg5ciQ9e/bM8XqLFi2YM2cON27coFSpUgBcu3aNX3/9laFDhwLw+OOPM2/ePH744QdatGihvXf37t08+uijBAbmPe5KNqISt0thbyxndiEwkM3txN1CbfBZ0Uc2uxRCCChgYLB8+XJPpSMHRVH44IMPaNiwIc888wxXr161eT0sLIwuXbqwYsUKhg4dyvDhwwGYNGkSUVFRdO7cGYAHHniAli1bMn78eCZNmkSFChVYsWIFcXFxfPTRR4WWfiHyI91k9nYShLhrSKOPEELYKtRViQriwoULxMVlDWlo3rx5jtcHDBjAwIEDtfkHL7/8MjqdjiZNmrBs2TLCwsK0Y2NjY5k6dSqDBg1Cr9dTr149lixZwr335r6KS2ErzNYqWTO+aEo3ZXo7CUIIIYS4S7kVGFy4cCHfX+Rsl2RnKlasyMmTJ/M8rmrVqixcuDDXY4oVK8b48eMZP368W2nwNPvKunVrlaeDBBkOcueS4Q9CCCGEKAxuBQZPPPGEtiKQO3Q6HcePH3f7fXcadSKoowq7dGnfuVYf9ezGXpJXfENRDtCkR1EIIYQjbq9K5MpKRI7+d7eyX9HIlZV2ZJy5raK+So4nV1cq6tfiTpJkSC+yQdrduOKXEEKIvLnVY9CxY8fCSscd69LNVAL9s+MvVyr9Ms7clq8Ni/Jma+udUKGT1mohhBDCN7kVGEyaNKmw0lEk5KdCY7YoBPpn/7enK/1SySo8zq6trwUq4Dzg9MXeJ1+8fkIIIVwj9Y47W4E2OLN2+fJl9u7dy5YtW9i/fz/Xr1/31Ef7jPy21rqyqVR++VoLcmGe6+3mqWvrbuXcfriQK8OHnAWc0vvkmLeGZMlQMCFEYbidZYuv1TuEZxU4MPj77795/fXXefzxx+nXrx/Dhg2jT58+NG/enMGDB3Pjxg1PpNPrMgpQwXJlUym4MyrVZotr80k8VYi5siu1tytj7lbO7QvdwiiEvX1NvM1bDzZ5oAohCoOULcJTChQYJCUl0bVrV3744Ycck40tFgvfffcd//nPfzAYDJ5Kr9dYrCZQO6tU5aeyZcq0aO9zFkDk9rl5tUa7mqbbXVH0VCHmygTQpYfyXva2qCloEHk3P0Tu9qBICCGEcKZAgcGnn37KlStXUBSFBg0a0L17d/r06UOnTp2IiYlBURTi4uL4/PPPPZVen7DmWJzDykV+KlvmTAuL9p7Q/tvVz+228HsUJbs12lllx9U0eaKi6KsVrjtxOI2rvVD54YvzEnLjSq+Rtbs5KLLmq/erEEII7ylQYLB37150Oh0jR45k9erVjB49msGDB/PBBx+wbds2+vbti6IobN++3VPp9RkFrVx0W/i9VmG17o1w9XPtW8ndTY99pcATlUE1DZ4YElUYlRZ3K5C3Q27XylF6U9KMhRboqN9XWJ9fWAGHry4bquZhX6iA26chJc1o0yAhhBBCQAEDg4sXLxIQEEC3bt0cvt63b1/8/f35+++/C/I1d5xuC78nMdmAq9s75KdCldd77AMJdyuDuVV2PNGaXRituoVZgcxv5S+3a3UhxZAjvRYFh/lGUShw0FPYFezb1XPjK3N11DzsCz0U9mmwWBSbBglx5/CFQFSIosoXGxBvtwIFBn5+fmRmZmI0Gh2+fqdsbOaoolGQ1s8kQ7rLQUHWd7lfobJ+T2Fk9EX7Ttz1N481+4qX9cPZ0W/tyrwRiwsTuVcfjdOOL0ilvrArEwX9/A6zt7uc3wpzmNXtJg8puQbu8oVAVIiiyld7oG+nAgUG1atXR1EUJk+enCM4MBqNTJo0iczMTKpVq1aQr/E6RxUNT7awW0tJNdq0/qpzCZw9GF0JMDyR0e3Tb1EKVhH1BZ6uDFtXYOwfzu1nbbc5LrdhHPZ5K7cgdM2xOJvjVx91PP/FXkqa0SZPuTNBOz/XraCVlZR0U5HLb642HuRW8c3PvXuntRjbX4M77fwKk1wrIbJ54n7w9YYKT5xjgQKDp59+GkVRWLduHS1atOCNN95g6NCh9OrVi0cffZR169ah0+l45plnCpzQom7NsThS0ox2FfmctXq1ez8x2UC3hd9rD0T7yoF9L0Z+ezBGrjvq0nEFncPgzvEdZm8nJdVxL1R+PtsZT7es5VaJS0kz2hxnURTtN7QuaBQHQ4XSTZkun/PSQyddOi/7wM6dQNeXWyS9NYzI0e/j6u/m6RYqX/59POFOPz9PkmvlmARMdydP3A++3qPgiXMsUGDQvXt3HnjgARRFITk5mYMHD7J161YOHTpESkoKiqLwwAMP0L179wIn1BfYV77djRxdXOIfyKoc2mc+68LMfr+A/I7fPhp/JV/vc8T6+riSOa3Px/r4lHRTruOfvfWwc/Yw6bbw+1wDGWfUnihHBY19vnL1nHPLB2ql+U5+KLq6j4anOft93Mmrd/LvIm6foraqmDdIwCRuB1/vXXCmQIFBUFAQS5cupUePHoSFhdnsY1CsWDFeffVVvvjiC4KCgjyV3tvO+mFtX+nKK3L0xIPeugXU1wuzdFOm1tztSkXZW+fTbeH3tJ661e3KvLP0qj0AeVmw6/9c/q7cWySyvss+f+W1wpEaiCzad8K1MWge5spXqgWptyvJni7QXemZy22eiivym6/FneVOXJ5Z+I78NoQVNlfLy9tZWff13gVn3A4M7DcrCwkJYdSoURw7doxvvvmGL7/8ki1btnDs2DFGjBhBSEiIxxLrDdYPa3frUu5UfJ1V6rzVAqrKbwXNF1c8MVm10JtdWJXFvuXNfly+K6yv36Ldx916b14W7j1hU0Bbz4Wxn6x76Waq9u/cspQp01IoMYN6LfN6qKgFqbeD4CRDus01K4iUNCNH4tzvmXP3Griar11VVFu73GHKtPjMKla+wJ3GC1/h7UaEu42rDWG3mztLvedWWS/q5UF+6in23A4MmjVrxpAhQ9i3bx8WS/YF9Pf3p1atWvzrX/+iZs2a+Pv7FyhhdwJ3unSdBgAFuAHtC0xXClC1MqBmLvVmyyuz+XLhrI7bdzfIsm95y2vCtSnTQpox0+Y6OSqs7Aue3Ib4pBkzUZSsHhj71xXFeSUwJd1kU7F19dw9vaKPmm/Ua3npZmr+Hip273Gnt8QZ+8+wrwh76lq4cundTf/tuN+KamuXO8yZFo/meV8rB92tJHi68eJ28HYjQlHgq0G+r90v4P3G2IKyKNlzVPPL7cAgPT1d27zs0Ucf5cMPP+SPP/7IdwKKutwe6NZDa3K+J6/M517mdFTXsi8wXSlA1cqAdSV49dE4h5XiojTMydMcFWhZBYqiVcidFXr2FRG1ILK+htnXNus1i6Jkve5CpTolzQiKon1PjnTcxtYeNd+oX+lKoetKJdl+93F3K3fpJnOOPJtkSHe5QHW2EZyaJnU1MUC73gXZ+8P+vXfb/VZU2P8u3q6Q5daYUZiVMuvz9sXK393Gkz2gniTlWOFwNEfVHW4HBiVLltTmESQlJbFixQo6d+5M27ZtWbBgAYmJiflOTFGUn9am/ESk6aZMp0MwnD14XO2xyKvgdnbz5ufcb/dDwtMPZfV3yK1AU6+L/THXDRkuf4+ja2u9slFurLOXopDnDreOfhOPXTc3gxCTGy24BXmoOBuH7WqB6mwvEnXZV0efUZD0FtYD9Hbdj3dD5dB6TxGVL/S6OAu0C7NSZn3evhYsOVPQPOqreVxtxPB0b3Bui3EUxu/rq9fXV9hen4I1/rkdGBw+fJhly5bRvXt3KlasqAUJCQkJzJ49myeffJJXXnmFdevWcevWrQIlzhc4qoyphb/9EJCUNCP/nr7N4efYPDDy0WKrKNnj9rst/N7mM5w9eNJNmS4FB4UdtTtbfcjR657m6YdybsN3rKnX3fr6Z+YxXCyv3yq/o82cpddkF8BYVyDU69Zt4fd0mL0955vzK4/EOgqafbESYd3rZz1vwtMTPwsy3tW698JZo8KivSduS0XNk2VMbvdJYZQleX2m+vqaY3GkGX1v4q87FcLrhgxe8fCQUfvhTGrQ4K2KnrPvLWge9bXWb/U83d1QNbffxfq1hXtPaHPZHP2+eX2Wuzx1fYv6HAJwfF2dXZ/8lO9uBwZ+fn488sgjjB49mt27d7Nx40YGDBhA3bp1sypNFgv//e9/ef/992nWrBlvvfUWu3btcvdrfIZ9PSWrVSir8LcfAmKxKKSbs16zGUqA82FFGjfuXHe6BJ1VVFztTXBnnoSzU8jrhs7tdU8/PFydbKh+r7MNw6wfdo53xs4kJc3oVkUhz0qlC3lEUVw7DrIrDOr+Go4qEEmGdFLScs5v8DR1RR1HaS+sFteCLOtoHcDYT8azXcnM7PDf1jLM2b+7/XUuyHhXdbiVmj5Hqz1ZFMVpq3ZhPUCt05CffJVuynQ6VMVZWVKQ/FuQ8stbXKkM2OdHbcio3nmlfdG+E243FNgPS1V547qtPhrn1maO1ny1p8OR1UfjHF5f60UpXA2QrI9beuikVi4oikJKmpFLN1O5kGy7KI2WhjzuO28srevLcwhyW70uP/eOWv67+wwt0HKlAHXr1mXAgAFs3LiR3bt3M3LkSJo0aUJgYCBGo5EdO3bw1ltvFfRrfMbC73NOznKUue1/CE8O63a1BcjRZlmqNGMmHWZvR1Eg2W6IS8Y/FVRTpsVjLaD5fTBn7exre33zXZj8M+4+r4LBulBdc8xxAas+7FYfjcv+PLuL7W75462FHlxJp3oNPBUg2H+OuqJOXsd58ntd2fPBmv1KT46OVRTbQtv6O9KMOYcDdlv4PRZLdo9RXgW+ox6c3K6R9ec5W+3J2XXI7wM0r99s6aGTNq3s+ZHbUBVHfLHyXljU4XDWzyBH+db+d//iYHaF2fp6Wf+eFsW1IY3OFlTw9u+g7hTvKChyxrrl3ZUKVl4BRGE2sqw+Gke3hd9rw0ezvyvrXk5JM+Z531g3etl/lqMhSeZMi8NeaVd+a3frF87KYLdYpdX+t1p91LV5fIUlt32l8rOctfV7vvoxweV0FDgwsFaxYkV69uzJhx9+yJAhQ4iKigKyIsui6LUl+3NkEkcNsvaZ29utCva9FfaVHG3oU7oJyDkaTb3J7QsAm8+xu7kcDVWwvumsM6h6fHKqkxUzlOxCLCU1Z6t7XoVJQQted4Y75Vr4uZHvfX3tcTV4dHfjOnBcyc7rc9QH95pjcTne323h99wwZOTIc45aMq17fDrM3s6ivSdcCiytK8XWQwUdVQxybjbo/PPtH6DWn2edz62vof0QL/uKWV6tcvafk3N1K5fe7pCjSlBev22aMZMF3x93uZzMrecir13SXXW7esTceTYUZPd4+2vmSoU2awU0Jcd781OZt+9NV1drS0kzkm7KdKs3ypU9QFR5Vcqzh3hm2pQNuZ2juxWyvAKIwgyO1hzL7iFUGxrc7fmz7uFRP2vkuqP5KvvTTGaPLoGrlsH5vV9zmwPkrJclvzxdptin3ZWeL/V+A1j/U7zL3+WxwODPP//kk08+oX379rRq1YrJkydz5UpW9FOiRAlPfc1tdT2vwtTJE7Vwhj44f3qrN36H2dvpMHt7jqFG1hWXDrO3s0Dt9XCxRnArPevB66ynwtm6xupN5+hmtPwzNyW3YVEWF9dkN2VatJvQpQLMxZV9rA9zdBNm9ah4piu00INnJ5+fVwuJ1m38z387O9/cujkd5RvrfQ1aT92aa/Bn1lrUsyoX6v2lDo9Rj1VXY1I/V02L9ZK7FkXRvsv6tO1b1qz/vuZYHP+O3ebgWMdcCfKcDVFTWV9DZ/fdKwu/57EJm5x+hhpYW3+O414JRbu21ulz5T4pyORaV99ntuSsrKry2iXdWm7XO79zLZwNG7NmyrRoPWLuXCt3d8227l3Vrlk+yhX7/OZsyVOXKz5Z4xuzyn2L4nTYojN57QFifd1zy4/dFn6vLf+s9uy51qpt+7t6qvKYVxngLvU5rbIf8mzPnWfXkbgrbm1aqi7SkWbMZPLmXwDnQZu718CUaXHS85nzfKyv8ch1R3M8Z5ytrGjdiOLqnAtw3hhaUGretWb9nLFZ+MDqns+639wvAwoUGPz0009MnjyZ1q1b07FjR+bNm8epU6dQFAV/f39atWrFxx9/zIEDBwryNT5PUXK21nhifK6rn6GNFU83kZJmdFjomqyOcURRnPd0mDMdj5/OK53quv65jbN3d6UEh8uE/lNQrD4al6Mrzvk1zP1mUctStaU8R2Xvn2FJvjjZ0B3OVixSK4r2QWWa0fGEdncLQfV6Zg8hUv/nnDpEwvo3vXQz1WHBp1YO0k1mtyfgW88Hsn7QOTrWWeUrr3vX1UqJ9WfnGH6lT+dySpr239ZzFTrM3u4wsFbnvjj6GutxwmogbL8vh72ClnOuVk5yK9Ncldv1zm2uhTXruUf2n+l0SNZt2EQtRz61Wq4YbK+VuxUx62GTjr5TZVPxc/Ge8ETF2NUy2P63TUk1Wu2z4nhokfWcwry4kpfV3nI1kMurDHDn+qjP6ew5ALmnyel5OalIZjXmOf/+bgu/R59u0jbJVMseddEN6/tLzSvWQy9dDRzUBg77463nHlnfn+rnOxqmowbQ6u+iBdZWC3PY/0bW9Tv7BkN1WVj1+3O77+3PSx3aba/bwu9JtJvDkZxq23CpDpGz7jW3/n0z3ByREODW0cC+ffvYtWsXe/bs4fr164Bta2eDBg1o3749Tz/9NBEREe5+vE8xZVpcDp1ytPDpdAX+fo8tL6YomDMVmxZVR+wrXY44ehg4S2d2hS936SYzIYG5Z8VuC7/nVroRPz+dzSlYV4YW7j2RoxXYlfkELzeq4fR1l2JtB9e0qIyec9baqig5WzfVoNLRg1gtqNV/F45/hrhZ/aZ53SNqWnNbWm9Fn5a23+LGb+c07+eRrpQ0I4pFQednW07k1ipnPSwgJc2IxQKB/jpCArIKqay5CjrtdZX9HAhnLUgWRdHuh+yHSu6t3GaLQuA/e1l2W/g9l1JSc0zEdnZ/mTItZFosLh3r8Ls9VM5apyfQP7vAd5SeNcfi2PLrOS4kG/65Ttl53b7ssX6vs7JQvWfs8yB4brlpsM2Pa47lPC9Hn2F/Dov2nbDpkbPPq/bPD1OmhZDA7I1Os9NgO6dG/Y7VR7OuLWRfD+t05XatnMktT2XlU90/vdqZNs8g9TlnX/FTz8nR5zqqaKtpbtegCi83qqH1li89dDLXZ16H2dsJDwkiyZDm1j0BtuVjVpps7xG1Aq02BqrXs6BDoLXfX6fDUV63vr+sy5SUNCMdZm/HYDTb3H+Q3RP2cqMaNmVamjGTJLKHAL3cqEZW40aKAYsl51xQR4vBqKs7mjMVbeNNZ8M5rZktWV1Ojlrx1eW2F+09QcmwIJvy0Z6at9TfVz0/+7xlv6pU1rnYlrFqWWHd8Gv9Hnc3FXW7x6BPnz589dVXJCUlaUuVVqlShQEDBrBjxw5Wr15N165di3xQALYt5fZ8suKXR6LymktocmFirv0a/u4OI3D0sHOlxcfR2GpAm7gJ2RWedJPZ5fGCjibVOkqjT/7eXmQ9bl8dznPpZqr2kHX1M6wDO6esLr6rwyOsh5eB8/GY1vnXUVBsX/nJLXB+YsoW++Q6pK7+omCbfyG7cg62lft0k5nk1OzewKy3OR9iY821BobsHpLc5ig5elhm/DNeW+39sX4ILdp3IpeeyLzHsjt7OGtpsrvYjoa9OKrEOhoiYLYoNq1ujtKTkmbk7xsG7RzVHlH7YVj2G/A5k9vGU+p9lNvnWE8OtR/+6Ox4R8Gno3O1/5t1VnW0EpdaKVLTa8605FjYwpr9ZHx1fLz19bB/1rj7vMnPcA7r1uZ0U9bQo9ZTt2oTb1PSjDY9rda/j32ZpqbZPh1pxkySDRnas8peSrrJYVmqlrdu9bTYz5NUFK13UO0J6jB7O4nJBv6+kfV3tRXdUz3ir1j1Pms9z8as56zFojgd6bD00EktcLAvKwHSjGab+UqWfwJwheze8BuGDO28sq+B7eqOjuo91s8M9bp3mL1du57q+63nwGSXz7bPLPW91r9bmjHTYY+9ugysrazPU8tZVfYQwuyeQvv3qPQZjkeLOJKvoUSKolCyZElefvllVq1axY4dOxgwYABVqlTJz8fdEfROhuh4WoGi+jyeGo5uTPu3uBt52sut0phbYadWBKwr7bbdiNl/TzNmOlzNKDfW3ZlOC0MPRAe5rRFelKgVn5R0k1ZAmi2Ky12WipJVcDsq7HPjai+aOrxM5UqwYt+iCWiT+HIc4yAvOLo3HGWZvCor6sPQ+tqoE0Nz/WC7tOdHcqoxR7e1fWuzPW1Xbgdy23kXHJ+G9YPWUUCX2xh1R993IcWQ47dZuPdE9lwrqw9Wl2B0Rg3I7FlXPNQ0O1sByr4MzytP55ZfrCvoed1LauXPUT61LytT0owkGzJs98xx8D7rSrR6Hta/WV65UZ0nZM06uLBuRVWfAY6GnOQ28dr+/Tb+OSfrYTdrjsWRnGo3P8dqrLZFsQ3grX+fRfuyyjR11T+Vw8YmsvKDGoy78mxXJ98u3GsbcKv/zmtUgMo6Dyzef8IqqPynV/afeTHulCeOK6dZ/r6uz15UJN2EWnl39BnqXMknpmwhzZipBQ65cVTGWBTFKjC1/zbboXaO0qwGrsn/DDlLTDbYpEMNJo7EXdHS7Ih6LVPSjNq9oeYdx88M5+e74PvjNvWTRftOaPk0r5/dlEtDtz23A4Mnn3ySOXPmcPDgQcaNG0fDhg3d/Yg70u3aNKPQtzV39hAoYKX4hiGDf0/f5vRj0k3mXGfZqzex9U1hXRg4qvi5Uhm0L7C161tIXQSJN3Ku9+yrclTy7a6J+ntZF7DWm/Dl9aAraJDpCep9m5zLEJ6ck74KNlQqt1ZU9fvcDZg8RcljHLEz9hMf7TldgYzs1jj1uqiTTd0Z321dMbTPt9bLwapcmZCntlS6MuHeuuLhaFna7Aqo4nRVFeu/qeONXW0ZdmUJ0azKX/b9aX0J7PO42qPl7HmjtoqrLZ72DTPusJ4PpH6uuqStehusOZY9LNS6V0ENItWyyL7XQmX9fnsmq2eLmkfVjSyzr1HO9y78p6XaumKWfd9mVe5Mds8th72S/1Q6cwugc64kZrtwh/pv+3Ijr2ye1QuSnWZr7tZpXJ7kmstxivLPogn/LBRRUAX9BHWRlKy0Oa8TqWm2ZruHTdbvr+Yx+0YJ9/YGsW64KpznqNtzDD755BOPJ0K4zhc253B5eUC7DKtu/uaowMlPl6V1l639veFq5S3NmEnrqVuzl2h1cH1v5FGRc0dRWrrXoihOx3AnGzKyiifr161a3/6+YSjQ8G9PXyZnZbr5n25ed36Xgi4t6+kckHYbNgmyn4uRc0KgAmTvBm1/jKIoJCYbHAYHKWlGjJkWFLIfkI6GAjqaD6JaeuikNi7XZod4K+78bquPxtm0VHZb+D3tGlSxyUg5ehysqD1NjlrpMv5pJX65UQ2Hq6KsOvKX9r2Oegusx61nf5/Lpwa4sSLUP+lzFmzZrwyWH2ovijpsB7J7fe1lmDIJDvTX0qUGkeryo+rfF+09YTN3IbeWdOuGjUs3U53vUK9Syzmcr8hn/dnquHlH8/GUfwIwFNvVBVEU7Xqo98Kv564B2ceZMy3aXIT81gtyK/c8NsfRLa6fh3WdwRd3M7ZOn/V1tg+2n5iyJdc85I1zczswEC4qrAqgD1Qs7cfPucsTwU1eN1Nu3ZqO06O4vETjXcXJ9VDyeB3y1/JsrcPs7S61hBaUu+OWPZJFPJjP7IctFFzOtKnXSB3DbzCaclS27O9r68mqkPXPvK61+nsv/P44EcWCbYY3/H3DcWABVg/hf77Pfiyuu+x7Ly/dTGWhkxW8nHHW2KEOcbBfHEHtNU0zZZepNwwZ+NlF2JduphLo71eg5RDVcrv7p9+z7A0HwZZd/sytrLUfv+0utRfF/ius85faOGP9tLHOC+rQROv0qq35Sw+ddDlwcrcy7EpAlPbPWHqn+VFtlMpUtOGZWX/O+rs6PEkNgqzTmJJm5Fa66S59blmVPT4YGDhjn9a8WvxdOTdP//we3eBM3H3ydUPmkotd7TrP62ZSFPdvFlc2DBGOFcZzydnSuq7KbXiQNXeXcvNFBb1WeVGvkcVqLf4cw51yVCaz/l+dZJgb+wYGBUfzthT+vqF3+hnWZceivSdyLButKK7P0bKv1JszLR7t7VPIGTilmxwv7axuMAVoreIFbUVUA5JzSXr+PX1bHkfnpeDXxdE96Gw4nXruF1JsAxL7Z4I6nyLNmFloFWdP9zQu2nsi532UR1TjC0MyXeWLLfu+Krd5C5pC+u2lx0D4lNy65wtP1s1V1PckKLq8+9AuSg9Wb7GfJJrXUD3rB5pVn4HTioEn9ilYaNdibHEwjKdwNp/MH+v6XutpW7Of8Q7yozrB0e+f5W1zXK8C5OF0V1YGK2Tu3IPayi95VJh9bdimK+m508uiotSy7223o7fcGQkMhBCiqLsNFQq1tV6d4JkbZw+1wqwYuFLxcrQqkNdYD8Ny4bqkpBkJDbJdFF1aYH2D9UpaQhR1EhgIIXzTHd56VlQV5VY/+9VcihrrXs0CLYog95ZHqeP/hbgTyBwDIYQQd42iHNgIIURhk8BACCGEEEIIIUOJ7FmPU7WYPLd+vRBCCCGEELebdX02r/lYOsXXpu572ZUrV4iOjvZ2MoQQQgghhPCoy5cvExUV5fR1GUokhBBCCCGEkB4DexaLhWvXsrYeDwsLQ2e366QQQgghhBBFhaIopKZmrcgWGRmJn5/zfgEJDIQQQgghhBAylEgIIYQQQgghgYEQQgghhBACCQyEEEIIIYQQSGAghBBCCCGEQAIDIYQQQgghBBIY+AxZHEp4muQp4UmKokieEkKIO1yAtxNwN1MftDqdTvZLEB5hsVjw8/MjPT2dkJAQbydH3AHUMspoNBIcHOzt5IgiLi0tjW+++YaLFy8SGRnJ888/T2hoqLeTJYqwtLQ0tm7disFgICIiglatWlG8eHFvJ6vIkn0MvMRgMDB58mTOnDlDRkYG/fr1o0mTJlKZE/lmMBiYOHEiZ86c4fr16wwdOpRWrVrlupGJELkxGAxMmTKFc+fOERUVxdixYylWrJi3kyWKKL1eT+fOnQkLC8NgMHDu3DmefPJJZsyYIeWUyBe9Xk+nTp0ICQkhPT2dxMREateuzUsvvcQLL7wg+Sof5Ip5gV6vp2PHjpw5c4by5ctjNBoZOXIkp06d8nbSRBGl5qkrV64QExND2bJlGTx4MD/99JO3kyaKKIPBwHPPPcelS5coV64czZs3x2Qyaa9bLBYvpk4UNUajkddff52aNWuybNkyli9fzrRp09i+fTs7d+70dvJEEWQymejTpw+1atXiyy+/ZPXq1axbt46MjAw++eQTZs6cSWZmpreTWeTIUKLbzGw2M2zYMOrWrcvHH3+MxWIhNTWV9u3bs2XLFurXr+/tJIoixmw2M3r0aOrWrcusWbPw8/MjKSmJnj17sm3bNh555BEge0iIEK6YN28elSpVYtGiRdoQNaPRiMViwWQyybAi4Zb//ve/WCwWRo8eTVhYGKGhoTz00EPUrFmTiIgI9Hq9DP8Qbrl48SJ6vZ4hQ4YQGhpKcHAwJUuWZOnSpYwZM4YNGzagKArvvPOO9By4Qa7UbZaUlMSVK1d46aWXgKxWt9DQUGrVqsX9999PQkICSUlJ6PV6QCaQirzdvHmTv//+m2effRY/Pz8sFgtlypShUqVK3Hffffz111+cP3+etLQ0bydVFCGXLl2iRo0aAPj5+bF//37efPNNnnnmGV5++WW++eYbrl+/7uVUiqLi5s2bnDx5kgsXLgCg0+koW7YsaWlpxMbG0rZtW/r168e+ffu8nFJRVBiNRk6ePMnly5eBrHLKbDZTunRpPvroI+rXr88333zD2rVrvZzSokUCg9vMaDQSHx9PfHw8AAEBAVgsFs6dO8eyZcvo2LEjTz/9NDNmzCAxMVFaeEWeUlNTSUxM5OLFi0BW4WgymYiLi2P16tV07tyZZ599lilTphAXF+fl1IqiIjAwkL/++guAH3/8kaFDh1KxYkUeeeQRSpUqxfDhw/nyyy9JT0/3ckpFUVCyZEmCgoJYv349+/fv59KlSzz//POUKlWKZ555hsGDB/Pbb78xefJkfv/9d28nVxQBpUuX5p577mHnzp1cuXIFyKpTZWZmUqpUKSZOnEhERARr167l1q1bXk5t0SFDiW6zsLAw7rnnHmJiYrS/9enTh+DgYPr160etWrX4/PPPWb9+PeHh4QwaNAhAAgThVFRUFDVq1KBKlSpAVi/TwIEDKV68OEOGDCE6OpqdO3cyc+ZMSpQowZAhQ2RYkcjTAw88wLFjxzh8+DAHDhygd+/e9OrVC8iafzB79mzmz5/PAw88wKOPPip5StiwWCyYzWb8/f3x9/encePG9OzZk9WrV/Pdd99RoUIFLBYLixYtomzZsgA89NBDvPjii2zevFmG1Qqn1KGNpUuX5umnn2b69Ok0bNiQF198kdDQUPz9/bWeg2nTpvH888+zfft2XnzxRW8nvUiQVYkKmclk4uLFi/j5+REeHk7JkiW5efMmJUqUAOD69escOXKExx57zGZ85cCBA/njjz/49ttvZSk3YcNkMnHmzBkURaFYsWJUrFgRo9FIUFAQkDURee/evTz++OM2eWrcuHFs3bqVnTt3EhER4aXUC19nvTzpc889R0REBGFhYbzyyiu0bNkSyHow6/V6+vTpQ1hYGAsXLsTf318CAwFklUGTJk3i7NmzhIWFUaNGDYYOHYq/vz8JCQn4+/vzySefEBwczMSJE4GsuVIBAQG8/vrr+Pv7s2jRIi+fhfAl6enpHD58mMcee0yr+AcEZLVtjxgxgu3btzN27Fjatm2rre5osVjIyMjgpZde4sknn2TgwIHePIUiQ3oMCpFer6d///5cu3aN5ORkwsPDGTJkCA899JB2jBrxqtQK3j333KMNNxJCpdfrGTBgANeuXePMmTPUrFmTQYMG8fjjjwOQmZlJ8eLFadeuHZBVybNYLPj7+1OuXDnKlCkjk0aFjdTUVPbt20fz5s0JDw9Hp9NhNpsJCgpi1qxZ9O/fn/Pnz9O8eXPtPTqdjhIlSlChQgWuX7+uPaCFUFezqlatGo0aNSIuLo7169dz8OBBxo4dS/369QkKCiIjIwOLxaLtuWKdh6x71IUwmUx0796dixcvMmTIENq3b09AQIAWHAwfPpy0tDTGjx9Pamoqbdq0oWzZsvj5+REaGkpERAQlS5YEZBEOV8gcg0KSlpbGiy++SIkSJRg/fjxDhw4lJiaGQYMGMX/+fM6ePWtzvNlsBtBafRMTE4mJicHf3/+2p134prS0NLp27Up4eDjvvfceI0aMwM/Pj8mTJ2tjwa3zi8ViQafTaX+7fPky1atX90rahW/KzMykd+/eDB48mC1btpCamgpkjdNVFIXatWszbtw4ypcvz6pVq9izZw+QPbRRp9NRrlw5zGazLJQgUBSFGTNmUKNGDRYuXMjAgQOZOnUqs2fPBmDYsGEcOHAAgHvvvZetW7eyadMmLl26hF6vJzY2lv/973907tzZm6chfExqairJycncunWLGTNmsGXLFiwWixZMlilThvfff582bdrwwQcfMH36dA4cOEB8fDwzZ87k1KlTWuOZBAV5k2aeQrJp0yZtfFtISAgPPfQQbdu2ZfHixcyZM4dbt27Rp08fqlWrxuXLlzlw4AARERFERUVpwz1WrlypBQpCrF27lhIlSjB9+nSCg4Np1KgRZcqUYeTIkZw9e5aaNWtqx16+fJndu3cTFRVFsWLF2Lt3L1u2bOHLL7+UoWlC4+/vj9FopEqVKnz44YeYTCZefPFFwsLCtAdokyZNmDZtGsOHD2fMmDE88sgj3HvvvZw5c4bdu3ezdu1a6TEQQFalKzExkdKlS+Pv74+iKAQFBdGkSRPmzp3L4MGDGT9+PCVKlODVV1/lxIkTjB07lujoaMqWLculS5f47LPPpMdA2Dh9+jRBQUF8/fXX9O3bl+nTp6MoirYSH0BkZCRTp06lRo0abNmyhU2bNlGjRg3MZjOfffaZNgdP5E1K80Jy/fp1Ll++rPUEAISEhDBgwADCwsKYOnUqxYoVY8CAAaSmpjJt2jRu3bpF+fLlKV68OF988YVNRU+IixcvYjQa0el0Wnfo008/zdSpU/nll19o1aqVdqzZbObzzz/nwoULREVFUapUKZYtW0atWrW8eAbC1yQkJJCYmMjMmTPZvn07U6dORafT8cILLxAWFgZkrXL10EMPsWnTJmbOnMn//d//ER8fT5UqVVi9erXkKQFkTzY2m80kJycD2ctt63Q6qlSpog1NmzhxIuvWrWPWrFmsW7eOCxcuUKpUKVq2bEnlypW9eBbCF4WEhFC8eHFiYmJYvnw5Xbp0ITY2FkALDtRhRX369OH555/nypUrBAUFUaZMGUqXLu3lMyhaJDDwMLXCVqJECdLT0zl79iz33nuvTQH52muvkZaWxty5c3nwwQdp27Yta9eu5caNG/j5+VGpUiXJyCIHdanbzMxMgoKCtLxWvHhxMjIybI6tWLEi69ev56+//iIsLIyoqCjJUyIHi8VCZGQkFSpUoH///qSmpjJlyhQAm+DAZDIRHh7O+++/j9FoxGQyERgYKD2aQuPn50dQUBAdOnRg2LBhfPvtt7Rt2xZFUbSyqnLlyrz77rsMGDCA6dOnM3r0aDp16uTtpAsfV6ZMGbp37w5AdHQ069ato1OnTlpw0K5dO5s5B5GRkdpKV8J9sipRITEYDLRt25Z77rmHBQsWANljvtUVP4YMGcLx48dZv369rBIjnFIfqidOnODEiRM8//zzAFrl7LnnnuPJJ5+kf//+2jJuQrhq3759tGjRAsjagHH69Ol88803jBgxgueff55ixYp5OYWiKElOTmb06NEcPHiQhQsX0qRJE5uGMaPRyLvvvsvVq1dZuHChFlzKpFCRG7XSrz73kpKS6NSpE2azmSFDhtCuXTv8/f1Zu3Yt9erV4/777/d2kossqUEUgszMTIoVK8aQIUM4ePAgo0ePBrCpsAUFBdG2bVsMBoPsHipypT4s69WrpwUFgDau++bNmwQGBgLZeWzmzJmsWrXqNqdUFCUWiwVACwogq2Vu6NCh2oZ469ev1yYkz5gxg127dnklraLoiIiIoHv37tSuXZuhQ4dy5MgRdDodFotFm3NQu3ZtkpKSbIbaSlAgcqM+7wIDAzGbzZQpU0ab3xQbG8vu3buZNWsW77//vjRmFJAEBoVAXQWmRYsW9O3bl6+//loLDqwLv5iYGEqUKCGreYh8UfOS9eoMAHPmzGHhwoXcd9993kqaKAKc9SxZBwdTp05l69atzJgxg0WLFhEVFXWbUymKEvVZ1rhxY/r27Uu5cuXo27cvO3bssNnn4u+//6ZatWoyaV3kizpsKDIykrVr1xIaGspbb73FsmXLWL9+vUxeLyC5KwtRREQEL730EoqisHDhQpKTk3n77bepXr06QUFBbNu2jZCQEMqUKePtpIoiwrq73Wg0av+ttpDMmjWLJUuWsH79eu69915vJlUUEdZ5KjMzE39/fy04CA4O5r333iM0NJSvv/6ae+65x8upFb5MHSoUFBRE69atqVSpErGxsbz11ls888wzlClTBpPJxObNm/nyyy9ljopwiTqMyHojT+vgoEWLFmzcuJEvv/xSFm3xAJljUEjUcXCZmZno9Xr27NnDjBkzgKyAoWLFivz888988cUX8rAVLlErbXq93mZH486dO9OiRQvMZjOLFy9m1apV0lsgXOIoT1kHCpMnT2bdunWsWbNGHrhC42w+gJqfzpw5w5gxY/jss8/Q6/UcOHCAr7/+GrPZTPny5enduzd16tTxQsqFr3KUp6w36Dx//jyDBw9m9uzZVKxYUTsmNjaWpUuXsmrVKmkM8xDpMSgA+4ys/rfZbCYwMJDz58/z4osvMnfuXDp27MiTTz7JmjVruHbtGqVLl2bkyJFUq1bNeycgfI6zB64aaCYmJvKf//yHDz74gGbNmgFQo0YNPvnkE0JCQiQoEDm4mqcmTJhA8+bNtWOnTJnCypUrJSgQNtTKP6DNG1D/29/fn8TERHr16sX9999PcHAwwcHBPPfcczz11FOEhobatPoKAbZ5KiMjQ5uL4ufnp+WpHj168OCDD1KhQgXtfZcvX9b2fJKgwHMkMMgn64ycmppKaGiotr58QEAAf//9Nz169KBVq1b861//wmKxULx4cV5//XUvp1z4Kus8pdfrMRgMREVFodPptECzR48eNG/enKZNm2oVvn//+98kJCQwYcIEateu7eWzEL7EnTylBpqQNUzt+vXrrFixQno0hcY6P82ZM4fTp0+TmppK165dadGiBcnJyTz55JN07tyZsWPH2rw3JCQEQFsoQQiwzVPTpk3jzz//JCUlhRdffJFOnTqh1+vp0qULLVu2ZNy4cTaNHNHR0WzYsEE27fQwGUqUD9ZLQk6aNIlTp06h0+kYM2YMMTExmEwmXnjhBRo0aMCECRMcttbJ0mzCmnWeGj9+PH/99RcnTpygX79+vPDCC4SGhtK+fXsaNGjA5MmTbfJOamoqGRkZlCpVylvJFz6oIHnK/v1CWBswYADx8fE8+eSTJCQk0LFjR1q2bAnAunXreOGFFyTvCLcMHDiQ+Ph4XnrpJRISEnj88ce1FdO+++472rRp4zBPSV3K8yQwcJN1JhwwYAAnTpygXr16/PrrrwQGBvLhhx/StGlTTp8+Tc2aNSXDCre8/fbbxMfH8/rrr3Pr1i2ioqJ46qmnADh16hS1atVyOHxNCGfczVNC5Gbjxo0sWbKEJUuW2KxS5WxorRB52bVrF7Nnz2b+/PlUqlRJ+7uah9T/l8aK20OGErnBOlMmJCTg7+/Phg0bCAsL49SpU4wbN47hw4czdepUmjRpIoWicMvhw4c5deoUixYtonLlyjler1y5co48JXlM5CY/eUqI3Fy6dImgoCBKlCgBZFfedDod586d4/Dhw3Tq1EkqcMJlly9fJi0tTdvoVa1rqXlq8+bN9OnTR4ah3SZy57pBLeg+/vhjZsyYgclkIiQkhICAAOrVq8eECROoUKECI0aM4PDhw9oGQkK4Ii0tjVu3bmEymXK8du7cORYsWEBKSooXUiaKKslTwlMyMzOBrMmhKSkpXLt2DUBryQX49ttvWb16Nbdu3fJaOkXRoeapoKAgMjIy+PPPP4Gsupaap3788Uc2bdrEpUuXvJbOu40EBm5KTk7myJEj/O9//+P69eva6go6nY66desyYcIEypcvz7vvvsuBAwdk8zLhMj8/P5KTkzl//jyATWB58eJFFi5cqL0mhCskT4n8UittKnWC6DPPPMPly5eZO3cu6enpQHajWbVq1UhNTc3xXiHAeZ567LHHMJlMzJ8/n7Nnz6IoipanKlWqJMPSbjMJDPJg3+ofERFBbGws9evX59dff2XixIk2r9etW5cPPviA4OBgJk+erBWcQqicPTQff/xxGjVqxIgRIzh9+rRNV3zZsmWpVauWLPMnHJI8JTzJeqWYXbt2sXTpUjZv3qzNnRs2bBibN29m4sSJXLx4UXvfL7/8Qrly5bQViIRQWeepDRs28MknnzB//nx++eUXoqOjmTJlCr/88gsffvghv/32m/a+Q4cOERkZqQ1dE4VPJh/nwjojX758mcDAQAIDAwkPD+fSpUtMnDiRn3/+meeee47hw4fbvPf06dOEhobaTKQRwjpPLVu2jDNnzmCxWLjvvvt48cUXOX78OO+88w4pKSnExsZy7733UrJkSWbOnMmOHTtYuXIlpUuX9vJZCF8ieUp4kvVcuoEDB3Lq1ClMJhMGgwHIWonvkUce4euvv2b69OlUq1aNSpUqUbx4cfbs2cOKFSuoW7euN09B+BjrPNW/f3/i4uIICQkhJSWFq1evMnToUNq3b8+vv/7KyJEjCQ0NJTo6mujoaI4cOcKyZcuoV6+el8/i7iGBgRPWD9uxY8dy/Phxrl69SvPmzXnjjTeoWrUqFy5c4KOPPuLnn3+mQ4cOjBgxwsupFr7M0YpW9957L//73/8wGo3Ur1+fOXPm8MsvvzBnzhyOHTtGxYoVKVu2LHFxcXz++edSOAobkqdEYZk0aRJHjx5l5syZREVFcenSJcaPH8+xY8fYtGkTtWvX5o8//mDRokVkZGRQrlw5evToIZvhCadiY2PZv38/c+fOJTIyErPZzPjx4/nmm29YtmwZjzzyCH///TfLli3j+vXrREdH88ILLxATE+PtpN9VJDDIQ79+/YiPj2fkyJEcO3aMr7/+mnvuuYf333+f6tWra8HB77//zhNPPMG4ceO8nWTh4+bMmcPu3btZsGAB0dHRQNbGLkuWLGHKlCl06NCBlJQUtm7dytmzZ4mKiqJ169ZUrVrVyykXvkrylPCkpKQkXnvtNbp160anTp2ArDkpnTp1onXr1owbN05rPFN30DabzQQEyEKHwjG9Xs/rr79OmzZttI1eL1y4YLN5mbortpqXZG6Bd8hd/A/rDKj+e+nSpSQkJLB27VpKlizJ+fPnSUtL488//2T8+PGMHz+eqlWrMmbMGMaMGcOhQ4dISkqiTJkyXj4b4cv++OMPGjRooOWTpKQkNm/eTPfu3Wnfvj0Wi4WSJUvStWtXL6dUFBWSp4QnqM++lJQU4uLitDl2CQkJ9OjRQ2v8un79OgsWLOD1118nMjISyJ5IKoQjBoOBM2fOcPPmTSBrVbRu3brx+OOPM27cOJKTkxk/fjyDBw+mYsWKXk7t3U0mH5O1pN/8+fM5efIkkL02/J9//knVqlUpWbIkn376KXPnzmXhwoW88sorHDlyhPHjx3Pq1CkyMjKIjY1lxYoVEhSIXOn1ek6ePEl6ejoBAQGcP39e2zV09OjRXLt2jaFDh3Ls2DHtPdKpJ3IjeUrkh9ls5tq1a+zevZt9+/YRFxenzSOIiYmhSpUq7N27l6SkJF599VVatGih9Yh/9dVXHD58mOjoaC0gkJZdYTKZOH/+PBs2bGD9+vX8+OOPXLhwAYDo6Ghq1qzJ4cOH+euvv+jevTstWrRg7NixAOzcuZMTJ05Qvnx5yVNedtf3GNy6dYvnn3+e8+fP8/fff/PGG29QvXp1IGueQbt27Th69Chr1qzhww8/pEmTJjRp0oQffviBkydP0r59eyBr5rzahS/ubkajkRMnTnDs2DGMRiPBwcE89dRTREZGUrx4cVq3bs2mTZto0qQJs2bN4vHHH+f9998Hsnai/fXXX23mq0jhKCRPCU8yGAx88MEHxMXFcfz4cYKDg0lNTeWxxx6jY8eOtG3blv/85z9MnDiRRx99lK5du/Luu+9q77906RI1atTAaDQSGBgo+UlgMBh49913SUxM5OTJk5QoUYKrV69Su3ZtXnrpJV555RXefPNN3nrrLdq1a0fnzp2ZMGGC9v5Tp05RqVIlzGazbGTmZXd1YGA0Gmnbti2NGzemU6dOzJgxA4vFwhtvvEGNGjWYOnUqAPPnzyc8PJwGDRpos+tLlixJly5dKFmyJE2bNpWeAgFktd4OGzaMa9eucfXqVUJDQ7lw4QJLly6lQ4cO9O7dm+eff55Dhw4xevRomjVrZlM4Hjx4kOjoaEJDQ714FsKXSJ4SnqTX63nxxRepWbMm3bp149FHHyUtLY39+/fzxRdf8NFHH5GZmcnLL79MfHw8Gzdu5PLly1y8eJEbN27w7bffsmHDBtasWSNL3QogK0+98MIL1K5dm969e9O4cWP8/f05cOAAy5cvZ+LEiWRkZPDaa68xcOBAFi9ezF9//cVPP/2E2Wxm3759fPXVV6xatUrKKR9wVwcGmZmZvP/++7Rp0wbI6gb75JNPALTgALKWHr18+bI2lhKy1gDv0KEDlStXvv0JFz5Jr9fz3HPPUa9ePYYPH87DDz+M0Wjkxo0bjBs3jrVr15KUlMT48eMZMmQIsbGxnDp1inXr1lG8eHH++9//sn79er788ktZs1kAkqeEZ+n1ep555hkeeOABpk2bRmBgoLbLbJcuXYiJiWHOnDlMnTqVsmXLMmjQIKKjo1m+fDlPPvkk5cuXJygoiJUrV1K7dm1vn47wAdZ5avr06VoPksVioU2bNlStWpVPP/2U6dOnExUVRc+ePSlXrhxz5syhV69elC5dmoiICL788ktZ5tZHyKpEdubNm8fHH39Mx44d6dWrFzVq1GDfvn0MGDCAli1b0qVLFw4cOMD27dtZtWoVUVFR3k6y8AF6vZ527drRoEEDYmNjtTGS1sveTpgwgc2bN9OzZ08GDBjAvn372Lx5M9999x2VK1emTJkyvPfee1I4CkDylPAsvV5Pp06dqFatGvPnz7d5zXrxjcOHDzNmzBhq167NnDlzyMzMJD09naNHj1KhQgWio6MpW7asN05B+BiDwUDnzp2pUKECn376qc1r1nnqzz//ZMKECaSlpbFo0SLKli2L2Wzml19+ITIykpIlS8peKr5EEYqiKEpmZqb277lz5yp16tRRRowYoZw7d05JS0tTlixZojz88MNK48aNlZYtWyrHjx/3YmqFLzEYDEqLFi2UHj16aH+zzk9ms1n7d+/evZVmzZopFy9eVBRFUSwWi5KYmKjcuHFDuXXr1m1Ls/BtkqeEp8XGxip16tRRFixYoNy8eVNRlKy8orL+94oVK5Q6deooJ0+evO3pFEXHkiVLlDp16ijvvvuucvnyZUVRbMspa9u2bVPq1KmjHD58+HYmUeSDrEr0D7U7FdAmyGzcuJGlS5fi5+dHt27d2LRpE7NmzWLNmjWyKZDQHD9+nEuXLhEaGsqff/4JZOUn5Z/OOH9/fzIzM4GszfJSU1P5+uuvgaxWlQoVKhAREUHx4sW9cwLC50ieEp72zjvv0Lp1az7++GOWLl3KjRs30Ol0Wp5S/22xWGjRogUhISGcOnXKy6kWvkzd6+K7775j5syZXLx40aacArQ89cQTT1CmTBmtPBO+SwIDK/bBwZtvvsmqVas4ceIEQUFBlC9fnkaNGkk3qrDx0EMPMWfOHA4dOkRsbCzHjx8HsHno+vv7Y7FYiIiIoHz58qSkpABo28QLYU3ylPAks9kMZG2E16JFC+bNm8eXX35JcnJyjuDAz8+PChUqoCgKaWlp3ky28GFqw8S7775Lu3bt2LFjBx9//DGXLl1ymKeCg4MxmUyYTCZvJlu44K55giguTqXw8/PTMnzfvn2JjIxk//79hZk0cQdo3bo1sbGxHDlyhJkzZzqsyPn5+REWFqbtFipEbiRPCU8JCAjQgoN58+bx+OOPM3fuXFauXJkjOFAUhR9//JHy5cvTsGFDbyZb+DD7Xsv27duzY8cOZs+erQUHakOrxWLhjz/+IDo6mkceecSbyRYuuOMDAzXjOltnWc241seqdDodZcuWlf0JhEuefPJJZsyY4bAiZ72DaEBAAE2bNvVmUkURIXlKeEpuwYH1sCKdTseePXsoU6aMLMMtcmUfHHTo0IGdO3cye/Zsm2FFfn5+bNu2jeDgYCpVquTlVIu83NGBgV6vZ/jw4U7HtGVmZuLn58f169e5du0a/v7+bN++nfnz57N582bmzJnD2bNnadSo0W1OuSiqnFXk1OEdX331FSaTifvvv9+byRRFiOQp4S5nPeQBAQEYjUYgKzh49NFHmTt3rs2wolmzZrF27Vree+89SpUqdTuTLXyYszxl3Vv5/vvv8/TTT2vDii5evKjlqVWrVjFx4kQJNouAO3a5Ur1ez7///W8eeughZs2aleN1s9lMQEAAiYmJ9OzZk169evHSSy8xatQoNmzYQLly5YiKimL8+PEy0Vho1BY1xWopNpW6+R3Ad999x7Bhw2jcuDGDBw/mnnvuYc6cOXz66aesXr1a8pTIwTr/OPqb5CnhLuulba3/OyUlhZIlSwJZ8+n27t3LkCFDuHbtGitWrGDVqlXcd9993kq28EFqWWRfTql5Kjk5mYiICADGjx/P5s2befbZZwkICGDt2rV8+eWXkqeKiDsyMLBe/1sNChxV5M6fP88rr7xCy5YtGTt2rJbZ4+PjCQsLIyQkRMvo4u5mNpsxmUwkJSU57ApVC8fr16+TmZlJ2bJl2blzJ++88w6PP/44JUqUYPPmzfLAFZrMzExMJhOpqanaGt7WFTnJU8IdqamprF27lqtXr1KyZEnatWtHhQoVtNdNJhOBgYFaY9iECRNo0qQJAAMHDmTnzp0UK1aMZcuWce+993rrNIQPSU1NZcmSJZw/fx6APn36UKNGDa0+Zd3A2rZtW2bPnk3Lli0BmDhxIitWrKB48eIsXbpU8lQRcscFBupOoffdd58WFKiZ197w4cMBmDJlijZmV1b0EPb0ej0jRowgLi6OsmXLMnbsWGrWrKm9bl049ujRg169evHyyy8DsGvXLgYMGADAhg0bpFVXAFl5avz48Zw7dw6DwUDLli0ZMmQIkNWIkZmZKXlKuEyv1/PCCy8QFRXFzZs3SUtL4+rVqwwePJinnnpKmyd3/vx5evbsSbNmzRg/fjwWi0ULRN999126desmm+EJICtPde7cmXLlypGRkcGFCxe4efMmK1asoF69elp96fz587z++us0atSI8ePHoyiKlqdmzpzJs88+a/O8FL7vjgoMzGYz7du3Jy0tjZ07dxIQEKC1kiiKwsGDB7l69SqBgYG0bduWGzduyNKjIlepqak8//zz1K5dm0aNGhEVFUXjxo0JDw+3Oc5Z7xPAwYMHqVChAjExMbc7+cIHGQwGOnbsSExMDP/61784efIkW7du5e2336Zfv37acZKnhCvMZjNvvvkmQUFBzJgxA51Ox/nz5/nss8/46quveOWVV+jZsyeVK1emZcuWNGrUiEmTJmk96M4azsTdy2w2M3jwYHQ6HdOnT8fPz4/jx48zZswYrVcpMDAQk8nEU089xSOPPMLkyZMlT90h7qhfLiAggKeeeorFixezatUqnn/+eYoVK4bFYuHVV1/l6tWrXLhwgfT0dDZs2MBHH30EOB7bKwRkjesuW7YsU6dOJSQkBICkpCQuXLhAWloaNWrUALIm8jVu3Jhx48blGLLWvHnz255u4ZsyMzOZOHEi99xzD7GxsdrY3Fu3bvHHH3/YHPvJJ59InhJ5SkpKIjExkXfeeYegoCAAYmJimDhxIlFRUcybNw9FUejfvz/z58+nTp06NvlJKnDC3vXr1zl37hwDBgzQ8lT9+vVp2bIlGzduxGAwUKpUKYKCgli6dCmVK1eWPHUHuWN+PXXM29tvv41Op+Ojjz7Cz8+PF154gaFDhxIUFMTkyZMJDQ3l//7v/5g4cSLTp0/XomEhHElISMBgMGhBwa5du5g3bx6JiYkANG3alEGDBjF48GDKli3rdFlcISCrnEpISOCJJ57QVvOIiIigUaNGxMXFcejQITIyMnjiiScYPnw4kZGR3k6yKAL0ej1///13jr+/9dZbQFbDRZUqVejZsycWi0XKKZGrjIwMzp07x9WrV4HsHoBGjRqxevVqrl+/TqlSpbBYLFSpUsXLqRWeVuQDA5PJxI0bN0hOTqZ27dpAVmFosViYOHEif/75J+Hh4YwZM4by5csDULVqVU6dOsWmTZs4f/48lStX9uYpCB9Wo0YN9u3bx+XLl0lMTGTChAm88MILVKhQgcTERFauXElSUhJz5syReSoiV4qikJycTGJiIpcuXSIjI4Pg4GAURWHt2rWYzWb27t2LwWCgQYMGTJw4EZAeTZG7UqVKERUVxbfffsvzzz9PeHi4VvnX6XS89dZbXLt2jdmzZ9O6dWtZR17kqUyZMpQuXZqwsDAguwcgIyOD1NRUAgMDAdll/U5VpAMDvV5P3759uXbtGmfOnOFf//oX//73v+natSuDBg0iICCAOXPm8NRTT2mrfiiKQlBQEJGRkRQrVkxWHRK5qly5MufPn2fXrl2Eh4fTuXNn3nzzTfz8/DAajdSvX58hQ4Ywbdo0PvjgAykohVM6nY7IyEg6d+7M3LlzuX79OrVq1WLr1q3a0siBgYGcPHmS9957j2nTpvHxxx9LnhI2zGYzN2/eBCA4OJhixYoxYsQIevXqxdSpU7VySN0AT6fT8dprr3H06FE2btzIgAEDHK7SJ+5ejvLUxo0btbl01vklJCQkR5n0008/UbVqVZmzeYcosoFBeno6Xbp0oVatWvTr14+goCDmzp3L8uXL+fXXX5kyZQoDBgwgOjqa5s2bExwcDGRn8ISEBGJiYuShKzRq71NKSgq1atUC4MEHH6R79+5MmjSJ6tWr065dOy3PBAUF0bx5czp16sS+ffu4cuUKUVFR3jwF4WMc5amBAwcSHBzMnj17CAoKIi0tjQkTJlC9enUAypcvT+/evZkxYwb/93//J8v8CY1er+ftt98mOTmZv//+m4YNG9KlSxdatGhB7969+fjjjwkODubdd9/Vdp0FqFatGiVKlODKlSsAEhQIjaM89dJLL2nLjgLa6lU3b94kPDzcpkF1+vTpbNiwgU2bNnkh9aIwFNnAYO/evZhMJkaNGqVFqbNmzWLBggV88cUXmM1mZsyYQadOnQBITEzUdjnesWMHW7duZdWqVRQrVsybpyF8hH3v04MPPkibNm145ZVXGDhwIJcvX2bjxo2cO3fOZnOgoKAgba1wtdtVCHDco9m2bVu6dOlC7969tVbcH3/80aZlLiAggKioKMqWLSu7hApNamoqL7zwAtWrV2fAgAGcPn2a77//nj59+jBy5Eiefvpp9Ho9n332GUajkREjRtg83ypUqEC5cuUAx/v6iLuPozy1d+9e+vXrx+DBg+nRowchISE2e6sYjUatN+rjjz9mxYoVLFu2TOZD3UGKbGBw7tw5bty4oVXQ1El8Q4cOZf/+/ezZs4cRI0YwZcoU/P392bhxI/PmzaNixYqEhoby5ZdfUqdOHS+fhfAFznqfVqxYwe+//87UqVMZNGgQqampbNy4kUqVKvHss89qY3XPnz9PxYoVpfdJaJzlqWXLlvHf//6XadOmERgYiNFo5OrVq5w+fZrIyEitsvb7778TFRVFaGiol89E+IqVK1dSunRp5s2bh5+fHy1btqRVq1asWrWKyZMnYzAY6NSpE8WKFWPRokUkJCTQsWNHKlWqxIEDBzh06BBvv/02ID0GIouzPLV69WpmzZqFXq/nzTff1MqhoKAgMjIyCAwMZP78+SxevFh2NL4DFdnAoFatWqSkpLBz506eeeYZAgMDSU1NJSwsjNq1a9OkSRNOnTrF1q1b6dChAy+88AIxMTFUqFCBihUrSnQrNHn1PimKwrRp05gwYQJlypRh9uzZ7Nixg8jISIKDgzly5AgrVqyQHgOhyStPWSwWYmNjefTRR2nQoAFvvvkmo0ePJiwsjN9//521a9eyatUqreFDCHUHbJPJhL+/PwEBAdSoUYM333yT4sWL88knnxAWFkb//v3517/+xaRJk5g5cyZBQUFERESwbNky2fdC2HCWp/r160fx4sVZsGABxYoVo2/fvgBUrFiREiVK8NZbb3H06FFWrlwpQcEdqMgGBtWqVaN+/frExsYSGBhImzZtCAsL4+LFi5w5c4aXXnqJCxcusG3bNjp06EC5cuVo27att5MtfFBevU/bt28nICCASZMmMXbsWJo1a8YPP/xAYmIilStXZvDgwdp+BkKAaz2ao0ePZsqUKYwcOZJFixbx3nvvUaFCBSIjI1m1apXsQCtshISEcOHCBUwmE8HBwdrmnaVLl6ZHjx6kpaUxZcoUqlWrRsuWLVm/fj2XLl0CoESJEhJkihxyy1Pdu3cnLS2NWbNmUatWLVq1akXdunXR6/UcOHCAjRs3Shl1hyoSOx+npqayatUqbty4QVBQEC+//DJRUVEcPnyYadOmER8fz2OPPUapUqX45ptv6NChA2PHjuXPP//k1VdfZfXq1VSuXFmGegiHvv/+e/r160dsbCzPPPMMgNb7NGjQIMqUKcOff/5Jp06deO6554DsMbqylKRwxJU8deLECbp27Uq7du0AOHXqFOHh4YSFhUklTuRw/vx5XnrpJRo0aMC8efMA2x1mExISeP/99wkMDGT27Nk5dmcXwl5+8tT+/fupWrUqVatW9WbSRSHy+RqNXq+nQ4cO7N69mx9++IH169fTvn17PvvsMx588EEmT55Mjx49+Ouvvzh9+jSvvvoqY8eOBeDGjRtERUVRqlQpqbwJp6x7n3bs2AFg0/vUunVrSpQowXfffae9Rx2jK/lKOOJKnipZsiTffPON9p7atWtTvnx5CQoEaWlpbNiwgfnz57Nr1y7OnDlD5cqV6d69Oz/++CMffPABkLW+vNlsBqB69eq0adOG33//nfT0dG8mX/ggT+WpRx99VIKCO5xPDyXKzMxkxIgRVKtWjU8//ZT09HT8/PwYPnw4n3zyCYmJifTv35/BgwfTp08fQkNDbSZV/fTTTxQrVkwmWgmNo96n6tWrM3jwYKZNm8bw4cPZsmWLTe9TkyZNKFWqFK+++ipnz56lSpUqkqeERvKU8CS9Xk+nTp0ICgrCYrEQFxdH7dq16datG3379uXcuXNs2bIFnU7Hu+++S0BAgDYEpF69ekRHR2urxggBns1TUk7d+Xw6MLh16xYXL16kc+fOQFYkGxAQwKxZsxg4cCBr1qxBp9PRu3dvoqKiSE9P57vvvuO7777DbDbz22+/sWzZMulSFUBW4dixY0fKli1Leno6SUlJfPnll/Tu3Ztu3boxefJktm7dys6dO4mIiODVV19l4MCBgG3vkxSMQiV5SniSyWSiX79+1K1bl/Hjx1OiRAmOHTvGokWLGDduHNevX2fixIkoisLmzZu5fPky06ZNIygoCIDdu3cTEhIiy3ALjeQp4S6fDgwsFgsXL14kISEByAoMjEYjQUFBtGnThp9//plff/2VXbt20bVrV3Q6HcWKFUOv13PPPfcwatQomRQqAOl9Ep4neUp42vXr17lx4wZ9+/alRIkSADzyyCNERkbyxRdfMGPGDBRF4aOPPtKWVG7Tpg21atUiODiYY8eOsXz5cooXL+7lMxG+QvKUcJfPBgYWi4XQ0FDq16/Prl27aNq0KS1atNCiWH9/fzp37sylS5dYvHgxL774IsHBwTz55JO0bt0akC4vkU16n4SnSZ4SnqQoCjdu3OCvv/7Snl3qRNCYmBh69+4NwCeffELp0qUZMGAAzz77LGvWrCElJYVSpUoxdOhQWZJUaCRPifzwqZmT6enpHDlyBMia1BkaGkqfPn1ISkpi9uzZfPXVV6SkpPD777/z3nvvUbVqVSZNmoS/vz/r1q0DsleLkaBAWHPW+wTQpk0bSpYsqfU+ATa9TzExMaxevZp69ep5Lf3C90ieEp6k0+moW7cuDRs2ZP78+Vy7do2AgABtbHelSpV49dVXadasGStWrCAuLo6qVasyfPhwPvzwQ6nAiRwkT4n88JnAwGg00rVrV0aPHs327du1v//rX//i008/JS0tjQkTJvDvf/+bzp078+yzz/Lcc8+hKAplypTh1q1bgPQSiJzse5/27dsHkKP3qVatWixevBij0aj1Pi1fvlyGpIkcJE8JT0hNTWX27NkMHz6c4cOH89dff9GyZUsSEhJYuXIler0ePz8/rSJXvXp1XnvtNeLi4jh58qTNZxWBlcfFbSB5ShSUzwQGN27c4MKFC2RkZLBgwQJ27typvfbwww+zePFi5s6dy7Bhw1iyZAnjxo0DsgKByMhISpcuDUhGFlmk90l4muQp4Ul6vZ7OnTvzyy+/cPHiRY4cOUL//v157LHHaNy4MZ999hlr1qzRKnLqEpKNGjWidu3a/PbbbzafJ3lKSJ4SnuAzgcHp06cpW7YsEyZM4Pr168ydO9cmOKhYsSKPPvoozz//PI888ggnTpzg9OnTxMbG8tNPP9G4cWNAMrKQ3ifheZKnhCeZzWaGDRtGtWrVWLJkCZ9++ilLlixBURQ+/vhjpk+fTsOGDZkzZw6ff/45169ftxkCEhYWRuXKlb18FsKXSJ4SnuIzk4/9/f0JDAykVatWBAQE8P777zN37lwAnnzySSAr4/v5+XHq1ClGjhxJcnIyoaGhfPbZZ1SpUsWbyRc+RO198vf3Z8GCBfj5+Wl5SO19io+P5+rVq0RHR9OsWTPAce+TVOQESJ4SnnX9+nUuXbrEgAED8Pf3x9/fn5o1a9KuXTvWrFmD0Wjkiy++oF+/fqxatYpff/2Vt99+G51Ox969ezl9+jQffviht09D+BDJU8JTfCYwqFOnDn379gWgRYsWTJo0iVGjRtkEB+o23VWrVmXkyJEEBwdTtWpVypYt67V0C9+j9j4NGjSICRMm5AgwK1asSMWKFYGsNZ5PnDhBQEAAmzdv5qeffmL48OGAtO6KbJKnhCdlZmaSkJDA+fPntf/29/fnoYce4vPPP+fMmTPUrl2b+fPns2DBAvbs2UPnzp2pWrUq/v7+fP7557L7rLAheUp4is8EBqVLl6Zly5ZA1sS+pk2b2gQHiqLQpk0bAA4ePEi1atWoW7euN5MsfJT0PglPkzwlPCkkJITIyEhKlSoFZOUvyAoqTSaTzWZSffv2pVevXpw+fZqwsDDCw8O1HighVJKnhKfoFB+crWvd3X7o0CFGjx5NqVKlGDJkCL/99htz5sxhx44d8rAVDl2/fp2ffvpJCyR/+OEHRo0aRalSpejfv79WkYOsyVq//fab9D6JXEmeEp5248YNrRKnPvP279/PO++8w6ZNm6hYsSIWiwU/Pz+OHDlCTEwMUVFRXk618GWSp4Qn+MzkY2tqUKAoCs2aNeOjjz5Cr9fz5ptv8vnnn7Nu3ToJCoRTznqfbty4wdy5c9mxY4d27MGDBylTpgwPPfSQVOCEU5KnhKepFTjIXk3v5s2bFC9eXNuh1s/Pj9jYWEaPHu2VNIqiRfKU8ASfDAxUiqJowcH9999PaGgoq1ev5v777/d20oSPCwwMBLKDzKZNm/LRRx9x48YN5s2bx4EDB5gzZw6DBg0iLCzMm0kVRYTkKVFY/PyyHsVGo5G0tDRtpZiPP/6YZcuWMWvWLGnZFW6RPCXyy6cDAz8/P3Q6HbNnz2bHjh0sXbqUWrVqeTtZogiR3ifhaZKnRGEJCQkBIDw8nHnz5rF48WJWrlxJ/fr1vZwyUVRJnhLu8pnJx85cu3aNHTt2sGbNGurVq+ft5IgiSu1WVXufbt68ycqVKyXQFPkmeUp4WkxMDKGhobzxxhscPXqU1atXc99993k7WaIIkzwl3OXzgUFkZCTr16/Xol4h8kPtVlV7n7766iupwIkCkTwlPC0qKoqkpCQuXbrExo0bZeU9UWCSp4S7fHJVIiEKw7Vr1+jRowdTpkyRFhPhEZKnhKf98MMPREdHU6NGDW8nRdwhJE8Jd0hgIO4q6enp0vskPErylBBCiDuFBAZCCCGEEEII316VSAghhBBCCHF7SGAghBBCCCGEkMBACCGEEEIIIYGBEEIIIYQQAgkMhBBCCCGEEEhgIIQQQgghhEACAyGEEEIIIQQSGAghhBBCCCGQwEAIIYQQQggB/D9/hj198J9pcwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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HoUBEZKTUSSEiL+R1LQ+FhYUYPXp0m+0ZGRnYtm0b5s6di8cffxw1NTWYN28ekpKSdLo4EZH7GzhoKIb+7Trs+/lHVFdfwOZP16Jdu3bm32iFnldcpTMb0m+HfzW5JgQAbP50Lf5+w0h0je9u8XkGJA3G/l9aZ3U6VpCvUwDvqxUw9Ok7QFzc7mTRCZ0gY8DAy8GDfovJkn+uRNKgoWbTof2+lLRb8ezs+RZ/BkFgYCAenfIktn/9Jc6cPomqqvNY/9H7eOKp5606zqhb78Dvh1tr/vfu+S/+du1wsSUkNLQ9rr3uBqvTJhdKpRLJqTfj+uEjkZdjfMpcIiJn8aqWh5aWFlRXV4tjHLTFx8dj3bp1KC4uxpgxY5CRkYHExESsWrUKPj5edZmIvMIjGdPE3/Y3Wz9HQ0ODQ4/v6+uLv984Uvw7O3N7m3EQ2n784Xus+/A9TJl4H+Y8Nw1V589ZdB7tVoM/jxfgD61+/Vf17iu+pt3ycKrohM6q1ElaU9bGdumqc88rKy22KB3aK2KXWvgefXf/33iMvvP/MOWJmeK2Hdu+EscqWGr4jcnilLf7fv4R+b8fEoO4G25KhX+A8SlznWHalAk4XpBvfkcLRHWOxbyFy9kFiogk41WlYh8fHxw7dgwzZ840+PqAAQOwceNGHD58GD///DOWLVuGjh2tmzqRiNxDzyuuQnJqawGsoeESDuz/yeHn+L/7J8Dfv7WgWllZgRWvLdLpGik4faoI//rnK+Lf9fUXLe6Tf9Vf4x4AoFh5RuyOlHBlL51pSmO7xKFjpwgAwIFff0FV1fm/tndFZFS0uF+7dsHo0/dyd6fv/rNNZ62H8+cqMf/FmVix7B/4eM1KcZG5IUMvjw07euQwzpw+qZPOD1e9haWL5uK9t/+JgvzfYIjir6BlyLBrMeyavwNorfRZ+dZys4vmaQsMDBJn0aq+UIUtn28UX0u5+VaLj+MIudmZKC0tQYsdo0tzszPFf3P1aCKSmlcFD0RE2h565DFxOlHtQcKOEt+tB6Y9fbnLzZ7vc/FExjh88dkG/LR3N/6bl4X333kdT019GNXVFwC0zpD07AsLLD6H9rgHjUYjHkc7ABAI26ovVInbtGdsEvzfAxPEf+f/fhgL5j6L73dmY2fOfzBv9tP45ae9yPnuW6gqysXrNyL5ZkR1bl1krqWlBS8+Nx3bv/4SP+3djbdXLMGWzz/Brv/mIC87E13i2i7IqW/y4zPg59fas/bY0SPI2vGNJZdDNOrWMeK/f/lpL4DW1hHtrlyu4IiuRdrHYIsDEUnN68Y8EBEJojpH44677hNn53GGm9PvQLvgELz9xlLU1lRDefY0Pl7zjsF9u/e8ArNfWoyu8eYL19q0xz0I+hgoJPfpNwB79/xXZ9vVBoKHv107HOMfnoxP1q0BAPzy0w/45acfdPbp2/9qTH3yWfHvoKAgvLRwKebNnoHqC1WorKzAu2+9pvOedsHBmLtgKcLMTH8NAF3ju2H0nfdh65efAgDWfrAS1w+/yaL3AsAVV/bClb0Sdbo8JbPgTURkNwYPROTV7hv3MLJ2fI2av2YNcoYbRqRgyNBr8N1/tmH/Lz/hZNGfqKmuRoumBZ06ReLKXr1xw40pGD4ipc1McJYwFAAYqmHv2y+p7XsHtn0vAIyfkIGrkwZj27+/QP6Rw6i+UIXQ0PaIjYtHSlo6UkfdJrY6CK7q1QfvfvAp/v3lJvz8vz0oKyuBj8IHkVGdMXjoNbjjrrGI7RJn8eca99Ak5OVk4kLVeVRXX8DaD1fiqWdetPj9aaNuF4MHhULhtrX2xwvyMW3KBKdOL0tEZCkGD0Tk1tJuuR1pt9xu8LVlK0yvUQC0zr6z+d/ZZvcT3HnPA7jzHuvXhQgOCbX5veYk9h2AHbnmx2z06WfZfoIBSYMNdmsypVOnCDw6ZToenTLdov1NfUchoaHYtOU/bbY/+PBkPPjwZLPHVp69vMr3gKsHITqmi0VpkpsWjQalpSUMHohIFjjmgYiIPE5J8Vlk7fha/PtOJywE6CzaA6SdsT8RkT3Y8kBERB6hrLQYe3bl4eLFi8j69mtcutQ6E1Rin/649vobJU6dZXKzM3VWo7ZkITiuXk1ErsTggYiIPEJZaQk+XPW2zrbQ0PaYOWueRCmyzqL5s3Dm9ClEdY4Vt1WqVOK/uaI0EckBuy0REZFHCAgMRGj7MPj4+KJTRCRuuCkV/3pvLeK79ZA6aRZpaW5CXFzbAeU+CgViYmJ1AglrsFsTETkSWx6IiMgjJPbpj8+tGPzuLnol9sUry97E3Bdm2PR+dmsiIkdiywMREREREVmEwQMREZGMcGwDEckZgwciIiIHaxccDB+Fwqb3CmMbOFaBiOSIYx6IiIgc7KaRyWhobLHrGHk5WQ5KDRGR47DlgYiIyEnk0AVJDmkgIs/B4IGIiMhJtKdX1e6G5KguSdOmTMDxgnyDr8XExMJHobB5ilciIkMYPBAREbmAdjckW7okJaeOarOttLQELRqNwf1Xrl6PXol9rT4PEZEpDB6IiIgcJDc7Ez6+fvDxdfyQQlvWajAUcBAR2YPBAxERkYPk5WRh3sLlmLdwucOOaUkAYKwbFBeHIyJHY/BARETkIraMdTAWAGgPhObMTETkKgweiIiIXMSRhfykgUN0/lYqlU7pLkVEpI3BAxERkUyZ6rKk3yIR1TnWod2liIgMYfBARETkYubWXhCmYOWYBSKSGwYPRERELmZu7QVTU7AawoXgiMhVGDwQERHJiC2BQKVKZXZWJkctTEdE3o3BAxERkYtUlJdg0fxZOtv0C/W2rghtrosTZ2QiIkdg8EBEROQicXFxaGlu0tlmqFAfExMLH4XCVckiIrIYgwciIiKZWbl6PXol9pU6GUREbTB4ICIikhFLVpTWxwHTROQqDB6IiIhkxJrpWYXuTbaOkyAishaDByIiIjfF7k1E5GoMHoiIiGTIlu5LRETOxuCBiIhIhri6NBHJEYMHIiIiF+MAZyJyVwweiIiInMBUtyMOcCYid8XggYiIyAnMdTvSX1maiMgdeFXwcPbsWUyfPh2DBw/GsGHD8MQTT6C4uFh8fd++fRg/fjySkpIwdOhQzJgxA2VlZRKmmIiIPNX777yBaVMmAGAgQUTuw2uCh+rqakyYMAHNzc3YvHkzPvzwQ5SWlmLSpEloaWlBYWEhJk2ahPj4eGzduhWrVq1CcXExMjIy0NjYKHXyiYjIw7RoNCgtLQEA5OVk2XUszsxERK7iJ3UCXGXDhg1oaGjAG2+8gaCgIADAihUrUFBQgMbGRqxZswYdO3bE4sWL4efXelmWLl2K9PR0ZGVl4fbbb5cy+UREREZxZiYichWvaXn47rvvkJqaKgYOANCjRw/ccsstCAwMxJ49ezB8+HAxcACAhIQEdO3aFbt27ZIiyURERGax1YGIXMkrWh4aGxvx559/4o477sCKFSuwfft2XLx4Eddffz3mzp2LwMBAlJeXo1u3bm3e2717dxQWFpo8vkLhrJSTpxLyDPMO2YL5R35yszPF2n/978XY12R0u5Xfa+rN5lsd9PMM8w7ZgvnHc1nznXpF8HDhwgU0NTVh3bp1SE9PxzvvvIOzZ89i8eLFmDhxItasWQMACAkJafPe0NBQKJVKk8fv2aWDM5JNXoB5h+zB/CMfT36xEYf2/YCwkAAkxHUQt4eFBCAwwFf8tyAoAAa3A9B5vyMIaQoLCRDzDPMO2YP5x/Oo1f4W7+sVwUNTUxMAID4+HnPmzAEA9O3bF35+fnj88cfx008/2XX8ouIqaDR2J5O8iELRevNl3iFbMP/IS252JiKiolFdW4eGxhYUKqvE16rVDbjU0Cz+O8C/tbdwQ2OLznYA4mva73eEanUDCpVVqFY3oKi4inmHbMZ7j+eqq1NbvK9XBA+hoaEAgP79++tsHzZsGADg6NGjAIDa2to2762pqUF4eLjJ42s04I+IbMK8Q/Zg/pGHgwf26/yt/50Y+4r0t/v4+hl8vyMIx9T+P/MO2Yr5x/NY8316TfAQFRWFCxcu6GxvaWkBAHTu3BmxsbE4depUm/eePHkS1157rUvSSURE7qdSpRJbDSIiI3VeS04dhYKjRyw6zryFyx2eNiIiR/Oa2ZZuvPFG7Nq1C5cuXRK37du3DwDQu3dvjBgxArt379ZZ0yE/Px/FxcVITk52eXqJiMj9VKpUOn9zClUi8jReEzxMmTIF9fX1mDFjBgoLC/HDDz/glVdewaBBg3D99dcjIyMDarUac+fORVFREQ4fPow5c+YgKSkJKSkpUiefiIhkTKlUwsfXz+ppU+vr1KgoL3FSqoiIHM9rgocePXpg/fr1qK2txV133YUZM2bg2muvxQcffACgdTD1unXrUFxcjDFjxiAjIwOJiYlYtWoVfHy85jIREZENojrHYt7C5Va3NHToGI64uLg23Z2IiOTKK8Y8CPr3748NGzYYfX3AgAHYuHGjC1NERETUtrsTEZFceVXwQERE5I2mTZmA8rJSqZNBRB6AwQMREZGNcrMzpU6CRUpLOa6CiByDnfmJiIhslJeTZdP7rB1YTUQkFwweiIiIXEB7UDSncCUid8XggYiIyAX0B0X7KBTw9w9w+nk5kxMRORLHPBAREUmgV2JfBAUF4MzpU4jqHOu083AmJyJyJLY8EBERSWTewuVODRyIiByNwQMREREREVmEwQMREZENFs2fhYpy+U+BypmdiMiRGDwQERFZKTc7Ey3NTYiLi5M6KWZxZiciciQGD0RERFaydX0HQ9gyQETuhMEDERGRnewJANgyQETuhMEDERGRHSIiIxkAEJHXYPBARERkB66jQETehMEDERGRiyiVSvj4cn1WInJfvIMRERE5UUxMLMrLSgEAY8dNZBcnInJrbHkgIiKyQm52plX7r1y9Hr0S+3JsBBF5BAYPREREVrB1mtakgUMcnBIiItdj8EBEROQCploduNYDEbkLBg9EREQSY3cmInIXDB6IiIicjC0LROQpGDwQERFZwNhAaUsCA7YsEJGnYPBARERkAWMDpRkYEJE3YfBAREREREQWYfBARERkgLXrORAReQMGD0RERAaYWs8hIjLShSkhIpIPP6kTQERE5C4WzZ+FivISAECAP+vfiMj78M5HRERkhH7XpZbmJsTFxbHlgYi8FoMHIiIiI4x1XUoaOMTuY3PtByJyRwweiIiIzMjNzkRFeQmOFxyFUqlESlo6fHz9oFQqbT4mp3glInfE4IGIiMiMvJwsxMXFoVdiH0R1jgUAzFu4XPw3EZG3YPBAREREREQWYfBAREREREQWYfBARERkgLEZlTjQmYi8GYMHIiIiAypVKoPbOdCZiLyZ1ywSl5ycbHBWjKuuugrbt28HAOzbtw9vvPEGfv/9d/j7+2P48OGYM2cOoqOjXZ1cIiKSkYjISNRcOCd1MoiIJOc1wQMAPProo3j00Ud1tvn5tV6CwsJCTJo0Cenp6Vi0aBHOnz+PZcuWISMjA1999RX8/f2lSDIREclApUrFFaWJiOBlwUNwcDCioqIMvrZmzRp07NgRixcvFgOKpUuXIj09HVlZWbj99ttdmVQiInIDHP9ARN6G1Sh/2bNnD4YPHy4GDgCQkJCArl27YteuXRKmjIiI5IrjH4jI23hVy4MxarUa5eXl6NatW5vXunfvjsLCQpPvVyiclTLyVEKeYd4hWzD/uJb+dXbH6y4kmXmH7MH847ms+U69Kng4cuQIMjIyUFBQAF9fX4wYMQJPP/00mpqaAAAhISFt3hMaGmpwoLW2nl06OCO55AWYd8gezD/OFRYSgN9//x3PPzUJERER4vaEuA7SJcpGgQG+AIDf9+9Gzy6jmXfILsw/nkettnxsr9cEDx07dkRtbS0effRRdO3aFUePHsXrr7+O/fv346OPPrLr2EXFVdBoHJRQ8goKRevNl3mHbMH84xrV6gZcrG9EYdFp+Ae1FwdMFyqrpE2YDS41NAMAPt28BaNHj2beIZvw3uO56urUFu/rNcHDli1bdP7u1asXoqKi8Mgjj2Dv3r0AgNra2jbvq6mpQXh4uMljazTgj4hswrxD9mD+cT5Dl9cdr7mQZCHtzDtkD+Yfz2PN9+nVA6YTExMBAOXl5YiNjcWpU6fa7HPy5ElcccUVrk4aEREREZHseEXwcOLECcyaNQsnTpzQ2f7bb78BAHr06IERI0Zg9+7daGxsFF/Pz89HcXExkpOTXZpeIiIiIiI58orgISYmBr/88gtmzJiBH374AWfOnEFOTg4WLFiAq666CsnJycjIyIBarcbcuXNRVFSEw4cPY86cOUhKSkJKSorUH4GIiCTgo1AgJiZW6mQQEcmGVwQPISEh2LBhAxITEzFnzhykp6djwYIFGD58ONavXw9/f3/Ex8dj3bp1KC4uxpgxY5CRkYHExESsWrUKPj5ecZmIiEhPr8S+WLl6vdTJICKSDa8ZMN21a1e89tprJvcZMGAANm7c6KIUERERERG5F1apExERERGRRRg8EBERERGRRRg8EBERebiYmFj4KBRSJ4OIPACDByIiIg+3cvV69Ersa3Kf3OxMF6WGiNwZgwciIiIjklNHSZ0El8nLyZI6CUTkBhg8EBERGZGSli51ElyOLRBEZAqDByIiIhKxBYKITGHwQEREZEZEZKTUSXAqtjYQkaUYPBAREZlRqVJBqVTCx9cz11Y11drAwIKItDF4ICIiMiM5dRSiOsdi3sLlUifFZpYM/p42ZQKOF+TrbGM3JiLSxuCBiIjIjJS0dLefecnY4O9F82ehorwEAFBaWoIWjcaVySIiN8PggYiIyAKeOvNSS3MT4uLipE4GEbkJBg9ERESEmuoLqL5QJXUyiEjmGDwQERER2oeFIyy8g9TJICKZY/BAREREREQWYfBARERERnn6GhdEZB0GD0RERGRUpUoldRKISEYYPBARERERkUU8c6lMIiLyOIvmzwIAXD98pMdOm0pEJHdseSAiIrfQ0tyEluYmHDq4X+qkEBF5LQYPRETkVtgH33FyszOlTgIRuRnZBg+ZmZl44oknMHLkSAwcOFDcvnjxYpw7d066hBEREXmIvJwsk68zuCAifbILHhoaGjBlyhQ888wz2LlzJ0pKSnDp0iUAQF1dHTZu3IgHH3wQVVVV0iaUiIgk5ayCrbcWmJNTR+n8vWj+LGz+dK00iSEi2ZJd8LB69Wrs2rULGo0GCQkJ8PO7PKa7trYWvr6+KCoqwgcffCBhKomISCrCugPmas1t5azjypWPrx+USmWbQegtzU2Ii4uTKFVEJFeyCx62bdsGhUKBZcuW4dtvv0VoaKj4WufOnfHRRx9Bo9EgOztbwlQSEZFUOObBseYtXI6ozrFSJ4OI3ITspmotLi5GYGAgxowZY/D1a665Bu3atUNZWZmLU0ZERHIxbcoElJeVSp0MIiKvI7uWh+DgYFy6dAmVlZUGXy8oKMDFixcRGBjo4pQREZFclJaWoEWjkToZbq+ivERcP4OIyBKyCx6EmZWmTJmCb775Bk1NTQCA77//HqtXr8bkyZOhUCgwYMAACVNJRERy4MzBzcLYCk9zzz334IkpEwAAcXFxaGluarOPtw4aJyLzZBc8ZGRkQKFQID8/Hy+88ALUajUAYOrUqXjjjTdQUVEBhUKBSZMmSZxSIiKSgvasQI4e3KxdaPbUsRVKpRJlJSUm9/G2QeNEZDnZBQ/Dhg3DkiVL0K5dO2g0mjb/tWvXDosWLcJ1110ndVKJiEgC2rMCObp1gIVmIiLTZDdgGgDGjBmDkSNHIjs7G8ePH4darUZoaCh69+6N5ORkhIeHS51EIiJyIf1uNDExsSgvK/XY1gEiIrmSZfAAAGFhYbjnnnukTgYREclAXk4WAvwvN5avXL0ec1+YYdF7c7Mz26xhYGw/bfqLphERkQy7LQHAxYsX8eabb+Ldd9/V2Z6RkYFXXnkF1dXVEqWMiIjcjaVdkfT3syTgICLyNrILHtRqNcaPH49Vq1ahRG9Al0qlwsaNGzF+/HjU1dVJlEIiIpKCsBKyLczNHrRo/ixUlJcgIjISxwvyMe2v2Yg8TWSUZ84gRUSuI7vg4eOPP0Z+fr44OFpbdHQ0NBoN/vzzT6xZs0aiFBIRkatVlLdWJtm6ErKp1gf9GZZaNBqUlpqejchdJQ0cYtF+njpNLRHZT3bBQ1ZWFhQKBebNm4cXX3xR57VVq1bh5ZdfhkajwX/+8x+JUkhERK5mbD0Cc4QWBW36rRB5OVmYt3A5ojrHenyh2VhXLP3xHRyITkTGyC54OHv2LAIDAzF+/HiDr48bNw4BAQEoLi62+RyPPvooevfujbNnz4rb9u3bh/HjxyMpKQlDhw7FjBkzUFZWZvM5iIhIei3NTYiLi9PZpt8KoR0wJA0cAh+FAjExtrVwuCtDQYU93cSIyHPJLngICAjApUuXjN6wioqK0NDQgMDAQJuO/+WXX+Knn37S2VZYWIhJkyYhPj4eW7duxapVq1BcXIyMjAw0NjbadB4iIpIPUy0K2rXsKWnp6JXYFytXr3dFsiRlbhyI0BpDRKRNdsHDgAEDoNFo8Oijj+KLL75Afn4+Tp8+jd9++w2ffPIJJk2aBIVCgX79+ll97PLycixbtgxjx47V2b5mzRp07NgRixcvRkJCAoYMGYKlS5fi+PHjyMrigkFERO6O3XDasmQWKk5XS0T6ZLfOwyOPPIIffvgBp0+fxssvv9zmdY1GA4VCgYcfftjqY//jH//AoEGDMGrUKHzyySfi9j179mDEiBHw87t8ORISEtC1a1fs2rULt99+u20fhoiIZMfTxzVYKiIyEjUXzpncJyUtnatuE5EO2QUPf//73/HSSy9h6dKlBrsM+fr64plnnsFNN91k1XEzMzPxww8/YMeOHTh9+rS4Xa1Wo7y8HN26dWvznu7du6OwsNDssRUKq5JCJOYZ5h2yhTfmH6VSifhu3ZFy00jxc6ekjUJudpbF1yEvp3WxOIUCmPZY61Ss7/7VPUn/mnrqtdX+XJUqlbjwnvi5jezrqdeDrOPpvw9vZs13KrvgAQDGjx+PkSNHYtu2bThy5Ahqa2sRHByMxMRE3H777ejRo4dVx6uqqsLixYvx7LPPIjY2Vid4qK2tBQCEhIS0eV9oaKhFg8V6dulgVXqIBMw7ZA9Pzz/Tp08HAIwaNQoznpqO0aNH67yeMPEB/LJ3J478ult8bdu2bTr7BQX4/fV/4N9fbMShfT+goaEBVZXlrceI64CwkACD//dUPj4+SOgZh7CQAHGb8HkDA3wBQOcaePr1IOt5+r3HG6nV/hbvK8vgAQC6dOmCxx57zCHHevXVVxEfH49x48Y55Hj6ioqroNE45dDkoRSK1psv8w7ZwlvyT3Vt62Kgn3y2Ba8ufxOFyqq2+6gb8MlnW9Bv8A3ivsK/AaC+oXV614bGFkRERaO6tg4NjS241NAMAFizdhOq1Q0oVFa1+b8nUiiA/v37Y86C5Zjz/Ayx5UH4vMJ10b4Gnnw9yDrecu/xRnV1aov3lTx4KC4uhq+vL6Kjo8W/LdWlSxez++zatQvfffcdtmzZAh+ftuPD27dvD+ByC4S2mpoahIeHmz2HRgP+iMgmzDtkD2/JPxGRkWY/p/brllwTYZfc7CzxPcmpo8T3evp11f984uc2so+nXw+yjrfce7yJNd+n5MFDcnIyOnXqhL1794p/KyzoeKVQKJCfn292v8zMTNTX1+s0Y2v+ukI333wzhg0bhtjYWJw6darNe0+ePIlrr73W0o9CRERO4IyZknwUCiiVZ+CjUKBXYl8AxhdQ8zT63b+IiKwhefAAXC7MG/vbHjNmzMAjjzyis+23337Diy++iNWrV6N79+744IMPkJeXh8bGRvj7t/b5ys/PR3FxMZKTkx2WFiIich5z6xZo65XYFy0aDVq8sPp09OjRYjckYSA6EZGlJA8e7rzzToSGhur8bUnLg6Wio6PFLlGC8+fPAwB69OiBrl27IiMjA9u2bcPcuXPx+OOPo6amBvPmzUNSUhJSUlIclhYiInIe/SlFjQUTyamjOP3oX6I6x2LewuVSJ4OI3IjkwcPSpUtN/u0K8fHxWLduHZYtW4YxY8YgKCgII0eOxOzZsw2OkyAiIvk7dHA/fHz9cOb0KZ2Vks2tXcCF0YiIjJM8eNDW2NiISZMmwcfHBx9++CF8fX2dcp5rrrkGx44d09k2YMAAbNy40SnnIyIi16tUqfDKsjcx94UZVr3PW8Y+OFNudiavI5GHklW1ur+/P44dO4aDBw86LXAgIiL3Yq4l4HhBPqZNmeCi1JAl2C2MyHPJKngAgFtuuQX19fXIzs6WOilERCQD5mqwWzQalJaWADAeSERERkKpVMLHV1YN7m7HmkHpROSZZHcXHT16NM6fP49nnnkGI0eORFJSEjp27Ghw7MGdd97p+gQSEZFsRERG6vxbO5AQCAOkOTjYfnk5WeyOROTlZBc8PPTQQwBap2vNzs422gKhUCgYPBAReTntNSCMrQdhboA0ERFZTnbdljQajbjOg/BvY/8RERH5KBSIiYk1v6MWzqhERGQb2bU8LFmyROokEBGRG+mV2LfNrEr6ffP113ZISUvHu2+vcFUSiYg8hqyCh19++QVFRUWoqalBXFwcbrvtNsTGWlebRERE7s+Wgbna4x/0uymx65JlhBYc7WtpDU7RSuT5ZNNtad68eZgwYQLWrFmDzz77DK+//jpuvvlmfPHFF1InjYiIXMyWgn7SwCEmX2dXJfNWrl6PlavXGx0/Yg4DNNM4WxV5AlkED9u3b8cXX3zRZkxDY2MjFixYgMOHD0udRCIikikhKBBqvOvr1KgoL2mzH2vESWoMrsgTyCJ4EFoXunTpgoULF2L16tV49tlnER4ejpaWFnz66acSp5CIiORKPyjo0DEccXFxNne9obbsqTFnbXsrXgfyFLIIHgoKCqBQKPDWW29h7NixuPHGGzF58mQsWbIEGo0Gv//+u9RJJCIiGTLVFcnWrjfUlnaNubWFYNa2t+J1IE8hi+ChuroaQUFB6N+/v87266+/HgBw/vx5KZJFREQSsmRFaHu6IsXExMJHobD5/Z7MVFBmaSGYNe1tsTWMPIEsggeNRoOgoKA224VtLS0trk4SEZFHk2vBTkhXRGSk01eEXrl6PaZOn+m047szW4OyivISLJo/CwBr2rUtmj8LFeUlbA0jjyCL4IGIiFxDKJzLtWAnpMtVhayUtHTWBjtQXFwcWpqbeE31tDQ3IS4uTupkEDmEbNZ5aGpqwr59+wyuHG3stWHDhrkqeUREHiEvJ8ttZh2yZWpVH4UC/v4BVr2HtcG2M7auA68pkeeSTfBQW1uLhx56qM12hUJh8DWFQoH8/HxXJY+IyOPkZmfiqy82AWjtwiM3tgQ5U6fPxN49O3Hm9ClEdbZskVGu/2De8YJ8TJsyAVdc1UsnMDAWjEZERjKAMEEIurioHrkj2XRb0l/jwZL/iIjIdnk5WSgtLUFpads1EaRma7eXlLR0zFu43OLAQXiPN0pOHWVx4NSi0aC01PI++5UqlRhwUFtC9zy5dh8kMkUWLQ933XWX1EkgIiIZMbdaNNnPmUFTcuooFBw9gtLSEnTo2Mlp55EjtiaQp5NF8LBkyRKpk0BERDIgzNbjzFmWyDm0Z/BKSUvHu2+vkDA10jE1rki/RU3I79cPH8mAgwBYH3xKEazKptsSERG5xrQpE3C8wPiYMSmmcRXOKczWQ+7HUBec+jo1Ksrl1y3OVfR/S5Uqlc7vT8jveTlZsp0+mVzLUF4wlTeE350r8w+DByIiL1NaWoIWE+PGpOiHzb7f8qVfW25oLIOxgkuHjuGIi4vzuoKxsSmRk1NHib8//Wuiv++i+bOwaP4sr7t21DYvWHJ/PHRwv7OS0waDByIikgVHF5I4i5JjVKpU8FEoEBPTOghdGDyt/X2ZK9y4smAjB8auh3b3EnPXrKW5SWyVIO8gLCZozYQRQtc3V85uxuCBiMiLVJSXQHn2lNTJMMjRhST2IXeM5NRR6JXYt810vpZ8X1XnL0CpVOoUbFiT3ioiMhJKpRI+vqaHn3LBPe8hLCao/3sxNXOZFF09GTwQEZGkbKltI9exNAjT//58FAr0SLiyzbS53l6THhMTCx+FAgAQ1TnW7OQAXC/Dux06uF9s7ZMLBg9ERF4kqnMs4rp2b7Pd2tpgR9YeG6ptI/ej//1NnT5TlosPuoLQlQRo+1tZuXo9eiX2ZX4nHbnZmfDx9YNSqdTZLsd8wuCBiIisrg12VO2xsQcmydvJwj9NztgFeG+3sYjISLErSURkpMHfCsfjkL68nCzMW7gcY8dNtPkYruoSyOCBiMhLyLGvufDAtGZFaJKW0OXG1Ixd3io3OxOVKpU4lsFYrbG3BlZknNDtz9a8EREZifffecMlq7ozeCAi8hJ5OVkmazwtDS6EMQrknXol9kWPhCsNvmbJAGBPtWj+LGz+dC0Ay8YyEGnfc7UDzeTUUVZX9iQNHOKysREMHoiIvEREZKROrZb2AFdj3SsMEcYo6LOlZcNZg6TZLcQ5zH1fY8dNtLvQLKxvIJBji5khxn4Xpgj5lJMFeCdjC7ylpKWLr5mr8BECdu17u7N/MwweiIi8hFCzJcz2ol3TValSmZwO0Jzc7EybxkEIaXB0YZ/dQpwjaeAQk6874roL6xsIHDm+xhUiIiN1goKK8hIoz5w2uK9wvSpVKtRUXzCZRncJosh6hvK4kB9MBQV5OVkGA3Znz2jG4IGIyMusXL0eU6fPdOgx7X1YpaSls/bVDegHBxGRkW4z1a6rpoitVKl0ggIAUKvVZicFaB8WjpS0dKNBgrdPcetthPwAQFykUT8P6LcmuwqDByIiLyQ8cLTnnBcWAnNVIVC/kCTHKQnJtEqVyuxUu45oVTJWoJZjbbz2501OHYWx4ybiky8zzU4KILzPUJAwbcoEs7NbkecSKnv084BU90wGD0REXio5dZQ457x2wGDNA8nWwpswuJRjEzyfI2pGjdW6W1Mb76yg2FB/de1/W/r5U9LSDQYJEZGRKC0t4exWHigiMtJoYKh9b0xJS7coD/goFCgpPuv0QJPBAxGRB8vNzsS0KRMMjmXQLtTYUoNlbJyDJQGFUFutnYbk1FFePVuPu9AP+NxlnQ5n1dIKvwFz10H/uhkKnIUCorFZeAB5traQbSpVKqNBgbGgU/j+c7Mz2+ShqdNnIrZL1zZ5yNEYPBARebBDB/ejtLTEKdP3aQcO2rW6tvbNTklLd8hsPeR4+rWg2py1ToezCj/OOG5udqbZ66B/3fQDZ23GfkP6Abs7deci0yxthc3LyRJbbk3lKWMzOTmC1wQPLS0t+Oijj3D77bfj6quvxjXXXIOnn35ap5Zg3759GD9+PJKSkjB06FDMmDEDZWVlEqaaiMh6pmotjbF3/QdH1epyliR5ctT3Yk1B5tDB/eK/relyZO4czhh4rJ1WW+hfX2MzNOmn3RHduUhawrgza35jlk4LPG3KBLz/zhsODyC8JnhYtmwZ3n77bUyePBnffvstVqxYgSNHjmDChAloaGhAYWEhJk2ahPj4eGzduhWrVq1CcXExMjIy0NjYKHXyiYgsZkvBISUt3WgAYaymU5iGUntOfiJTrMmblSoVcrMzUVN9weLg1NIpg51VM++oMTxxcXGoVddCqVTafEy2PrgHYdyZOdqTW1hCe6yMo4NJrwgempqa8N133yEjIwNjxoxBfHw8/v73v+PJJ5/E2bNncezYMaxZswYdO3bE4sWLkZCQgCFDhmDp0qU4fvw4srIYwROR5xIKJ5bUfGk/hCpVKsTFxaGluQkRkZE4XpCP64f24awwXkRoEbCkgGvLjEEpaeloHxZu8DVDK53rF5KMFaDtbSnQT4MQ3Diy5ax3Yl9EdY5FSlq6WHC0pgXm/XfesHndFnINa75PQ5NbmOLMmZi8Injw8/PDzp07MW3aNJ3tPj6tH9/f3x979uzB8OHD4ed3eaBeQkICunbtil27drk0vURErmRtgcfH16/NoGbhQXWpvp6zwngRawrNjpoxSAgIhK4bpvr96wcTQgDjqIKVLatK28LS2mltLRqNU8Y6kf2EVdSFRRetaV2qVKlMDs6PiYlFTIzu2BtHzzTmtVNa5Ofn491338XIkSMRHx+P8vJydOvWrc1+3bt3R2FhocljWdGKRATgcp5h3iFbWJJ/FIrLhSyF3nZrzqF/vMioSDzz/EsAgBdnzdDZp1diX2j+Khzaeh5yLkfde4zlKZN50sh7jImMijR47LycLKTefDlYOXxov87fwr6HD+0X/y38Fsq0CtOOznuOOJ6hQ2gfVwh6dH7ff/1bP4BTGHi/3enjs8shhBXUhXyrn3/Nefkfy5GbnWnwe3h3zXoArfdn4eVKlcrsd2bNd+p1wcNrr72GdevWobm5GePHj8cLL7yAc+fOAQBCQkLa7B8aGmp2CrqeXTo4I6nkBZh3yB7G8k9YSABWLHkJRUVFGDx4ME6eKAAAXJUQj4Q4w+/Rpr3ftm3bEBYSgIS4Dli6dycAiK+FhQSI7wn665+BAb4AgCO/7sbo0aONniMowE/nWORa9t57Enp2Q0lJCcbff4/4HWr/W99VCfFiPgwLCTCZP4S80VBXjYS4DmI+0853CXEd2uwnvCbs21BXjdNFx3HD3/qhe/fu6N+/v5hu4Rj2EtIQFOCYvCz8fgwdd/z99wAANm7ciCO/7sYve3eipqoCaTcOQXR0NCZPfEA8TlhIgHgsZ/zG+Oyyj633P+38naD1fRvbV8jvVyXE4/mnJgEAJk6caPC3p1b7W5wOrwseJk2ahLvuugv5+flYsWIFioqK8Oqrr9p1zKLiKrCVnqyhULTefJl3yBbm8k+1ugEBDU2IiIrGH4VncKmhGQDQ7Yq+KFRWmT3+H4VnsGbtJqSkpeOTz7agorwE3Xv0RERkFHr1vnyManUDAvxbu382NLYAgHiuTz7bgn6Db2hzbKGGtL6htebNkvSQ4zjq3vPaWx8iNzsT/QbfIH6H2v/Wp50PA4LDxPxhqMZcyBsNjS0oVFahWt0AADr5rlBZ1WY/4TVh32p1A+obmqBW1+FifSOq1Q147a0P8eKsGeIxAMO19pYylAZ7CNfoRNEpxHfrjr/fMFLn+gKA4q9r98lnWxARFY3qn39BWHgnnfNXqxvEYznyN8Znl/1yszNtvv/p/xZMGXb9SKSkpSM3OxO52VkoLGqdvcvYvbmuTm1xOrwueOjUqRM6deqEK6+8Ej179sS9996LvXv3AgBqa2vb7F9TU4PwcMODtQQaDfgjIpsw75A9LMk/yamjUHX+3F//TrcovyWnjsJ7b7+BlW++hoioKACtD5aOLZHieQ29Jy8nC9ovGdovNzsLyanpJvch53PEvcfS/CSe86//qypUYhpys7Og0RgfM6F9fGP/1v/7eEE+npg8AR06dkKv3n3R0qIRz23oGPp50laOyMvRMbEoLytFVOdYcb0TQ8dt8/mNbHNUugydn79d23z2yVqoa6oR0j7M6msojI2w7D7e+vtMTk1v/Z1pvWZJnjLFKwZMnzt3Djt27EBFRYXO9l69egEAzp49i9jYWJw6darNe0+ePIkrrrjCJekkInK0lLR0rFy9HitXr7fqPS0aDerr6wEAUZ1jEde1OwDjA++4PgNZSj8POXpWIGMDhR09aFR7oLajpmi1ZGC0o85FrqOdV+Li4tArsY9NCyumpKXbdK91dJ7xiuDh0qVLmDlzJv7973/rbC8oaO1/GR0djREjRmD37t06azrk5+ejuLgYycnJrkwuEZHNcrMzHVZICgoOQVTnWCSnjhKnijQ1Sw0LNWSKsTxkblYgIV/pz6pkaMYZQ3nf2HntXQdBeyYnRwbP5n5Hxs7FdR3kKTc7E5s/XdtmPRxX3i9T0tLho1C0mYXJVl4RPMTGxuLuu+/Ge++9hy1btuD06dP48ccf8dJLLyEqKgq33HILMjIyoFarMXfuXBQVFeHw4cOYM2cOkpKSkJKSIvVHICIyKTc7E4vmz8LmT9c6fH5vofWiV2Jfkw887fnoifRZkocMEQrLQmE9IjIS06ZMQGlJaZvaW0N5X782Xzi/UKBzdIuEvSwNRPTTLVwfBhHS0r7+wnTBwno42q+5urW2V2JfrFy9Xvz92NPa5xXBAwAsXLgQDz30EN59913ceuutmDNnDnr16oXPPvsMYWFhiI+Px7p161BcXIwxY8YgIyMDiYmJWLVqlbgeBBGRHAkPKFfMOW/ugbdy9XpMnT5TdgUykg/tPGRNPhFWM69UqVBeVtrmdXOFZv3FEIUCnTMX03ImY+l29GrCZB3tIO7rrz7XyeNy+G6SBg5BaWmJXWuAeE2pOCAgADNnzkRubi5+//13/Pe//8Xrr7+Orl27ivsMGDAAGzduxOHDh/Hzzz9j2bJl6Nixo4SpJiIyz9ADydQiQpYQmrhN1RJHREZCqVS2WTBOKJwZq91izaj30c9HxwvyMW3KBKu6EgmFfeByLao2/d+BfmDiTuNyHNGlRfgN8/fmesIMXu3DwnXyuJSVKvrBsz28JnggIvIWyamjMG/hcpsG5AmEwpn2g0a/QFOpUunMCqP/mnbtlnYBRg61b+Ra+gUWY+McLMkb5gpgwgq77tqiAFhWwDN3HaZOn4mVq9fz9yYB7WuuXckiZZ50ZPDM4IGIyMM4q4ZV/7imakf1X2MBhixRUV4C5ZnTJvdJGjjE5Ovas4sJ+dBcTb471s5XqlRQKpUIDglBTEysyZYWd/x8nsJUJYtcLJo/C0sXv2Tx/gweiIjcXERkJI4X5KOo8IRLz2sqSDH1mhRpJXkxNvNLXFwcNGg74bx27a2h1rBpUybgeEG+0QK0fn7UPl5EZKRNwa0lgY4zJaeOQlTnWOTtOYCVq9ebrNVm8C4NS4NXqQhBZUtzk9gl0BIMHoiI3FylSoUWjQYV5RU64xzk+sAylFbyLobGLJiSNHCIwdrblLR0RERGorS0BC0ajcXdQrSPZ2tXEmOBjqukpKXL9jdOrYwFr1ITgve8nCybWqUYPBAReQAfhQI9Eq7UGefgigeWtYWXiMhIMa1jx010TqJI9oR8Y6rfvnbeMpWXK1UqcYpgS/Oj/vGEAdzWUqvVkgbBjhgbQY5n6pobmmTC1YSpi48X5CMvJws+vn4oKSm2+P0MHoiIPIC1Nbnm2FoIs4QwkFNutXHkOsJ3b6rW35r8IazlYGueMrdQnTG9E/vaNTGBK1SqVDYHR2SdRfNnoaK8RCdfa99LIyIjMXbcRFmMfxBa6yIiIzFv4XJERsVY/F4GD0RE1IajC/bac/QzaPBezuhmw647belfE1uDI7KOobV2tO93SQOHyOL+p50/bOm2x+CBiMgDyLEAJXQl0e5TK8d0kuuYKjjZOiOQsWOay2tyH8xqC6HmWw4FVGpLLt+LoXSMGJlq8fsZPBAReQC5PJS0CV1J8nKyxMGpckwnyYMwI5CjxhGYy2v2DGbNzc6Ej68ffHz9ZBV8uGKVeTJPTnnCUjcl32zxvtKO2CAiIoeS40MrIjLSrRfsItfqndgXDY0tbbbLIW8LKwfn5WThlWVvSp0cHcmpo7B3z06cOX2qzfaCo0ckSpV3codKkpiYWJSXldr0XrY8EBG5KaGbh6Wz0kiFgQOZYmzNB32mVjt3hdzsTLF1RI4zGKWkpRtcWV6O9wSS3srV6zF1+kyb8jKDByIiN5Wb3VqQYeGA3Jn2tJGWMpTn7Q0o6uvUWDR/ltHXtRdaY0BMniAlLd3siu2GMHggInJTwgxGRO5OmDbSHvYE0T4KBaI6R5ldZZe/OfI0tvxuGDwQEbmpuLg4s4UduZBDf3UiY6ZOn4meCVeY3U/4zcmx2xKRqzB4ICK72TrFInk+IWhg1yqSs5S0dHH2JEvIudsSA3Xn8/ZnHoMHIrKbdl9gb7+pki4GDWSOocKuFAXgeQuXy2LlX3vxN+d8wjNPeN7lZmd61bOPU7USkUPl5WTx4UU6WBNKpqSkpePdt1e02SYVYTpWAcc4kCG52ZnY/Ola7N2zE/X1DagoL4G6phqJ/QZInTSnY8sDEbmMN9XM0GUMJsmdaLekAq0Lr7nL2CJynUMH94v/joiMRFxcHHol9vGI1itzGDwQkUNYEhjoP5SJyLuxVYrczaL5s1BRXgIAiOoci3kLl8t6DIwzMHggIrsIN1JjgYG39QUlIsu5U6sUZ1gioLUlKi4uzusCBm0MHojILsKNVPvBqh0s5OVkscWBiNzG8YJ8TJsyQepkkEz5+PpBqVQC8N6WMwYPROQQlSqVTiuEsdYGtkI4xrZt26ROApFHatFoUFpa0mZ7pUoFpVJp8XSu5HlyszMxb+FyRHWOBeBeLWeOxOCBiBxGuxVCaG2IiIxERXkJkocPwvGC/DZT3LmKpwUtP//8s9RJIPI6Y8dN9IoBsWSYdiu6t7Y6AAweiMgOxgrklSoVKspLdKY4rKtTo0WjAQBMmzIB77/zhkvSKPC0rlNlZWWsBSWPERMTCx+FQtZ5Ojl1lNfWNJMu/bwQERlp1SKD7s47PiUROcXmT9dCXVONkPZhYjOuIC4uDi3NTahUqRDVORZxXc8BaL3JFhw9AqDtfOpknfvHT0RyKq8fub+Vq9dj7gszAEC2Nfu8V5Ewtk8/LyQNHOJV+YMtD0RkM2Fe67HjJrZ5TaiFEZp2Y2JiERMTi0qVSvy3K1sD5DYI0hHdqLzpYUUkJ97cZcWbGZthydvuxWx5ICK7CTfOvXt24szpU0jsOwDPPP+SwX3mvjADK1evF//tCrnZmUYHQUqFK3ETuS93/u2yxdc0Xh/z2PJARDbRrzlPSUsXZ6FIGjikzWtS0m7h8ISB057wGYhIGp42/svReH3MY/BARDYxdYM1FSy4qrnfWAHbEx4Mudnu/xmI3AEDdaK2GDwQkVWEh2lEZKTBmVHMBQeuaoXQDxJiYmJRUnwWxwvyXXJ+ZxHW0hg9erTUSSFyKDmOI/CEygZtDIYsY+g68dpdxuCBiKwiPEyFWZT0Z0aRuouSMStXr0dsl67idLFSsPThs2j+LCQPH9RmgHdudqa4lgaDB/I0KWnpsgwgPMXJwj9dPkW2OXItkBsKGvNyspg//8LggYg8UkRkpKweTLnZmRYvkNfS3IQ6tbrNAG9PqwUl0ienyofc7Exxak5356NQAICklSf6pFjvx1qGxvYRgwcisoMja2EcXdCvVKnw/jtvyGZ61rycLHHhPFNBgKnrICxEpFQqnZFEItKSl5NldGpOdzN1+kz0SLhS6mToKC0tkVUwI9AOGIV7tdBdlFoxeCAiqwgF4IjISIfUwgiFZWfUqstteta4uDicOlmImuoL4jb9YMHYdcjNzkSlSoV5C5fj/vETnZlMIvIw+qshk3GVKpW4LpBwrYTuotSKwQMRWUV75WhHkGtXHP1CvS0tI4beEx/fDe3DwhERGanTbG/u+NrXiU3nRK7jKa19MTGx8FEoZNGaIqcupabI4VrJkVcFD19++SXGjBmDQYMGYeTIkXjppZdQWVkpvv7HH38gIyMDgwYNwqBBgzB58mScOHFCwhQTuY61N3NHdVlyxcrPttS06a8NYUuQk5eTpTM7lT7tZvvNn64VW3S05WZnYtqUCW4/SxSRu5q3cDnGjpsodTLstnL1evRK7Ct1MgDIt9JIMHX6THEx09zsTI8JIB3Fa4KHjz/+GPPmzcOYMWPw73//GwsXLsTu3bvx5JNPQqPR4Pz585gwobUA89lnn2HDhg3w9fXFww8/jOrqaolTT+R81t7MHVX77cyuRT4KBWJi2i5aZ41F82dh86drbW7q156dSpjaNjl1VJsaLf0WnXbBwfBRKLD507U4mv+bzeknIvuxtc+x5Nh1SruiR/v7zsvJEhdApVZ+5ndxfxqNBh9++CHuvPNOPProowCA7t27Y9q0aZg3bx6OHTuGnJwcXLx4Ea+//jrCw8MBAMuWLcONN96ITZs24bHHHpPyIxA5lVRNyM56gAifZ+r0mXY/9IW+rrY0X0dERqIg/zcsmj8LAHSmtjUWrEVERqLmwjncNDIZDY0tqCgvwciUNNTXN3CaQCLyCHLsDrT507XYu2cn6usbxG3JqaPEiTc6dOwkYerkxStaHhQKBbZv344XX3xRZ3t0dDQAQK1WY8+ePRg0aJAYOABAeHg4kpKSsGvXLpeml8gQofuKM7r45OVkuaT7kD5TLQLaAY21wY0wH7etgYMws8ai+bNwvOCozc3V2g9I/YK/sUBA/5poBxys/SRyjfo6NWfX8TJC66827XsuK28u84rgAQA6dOiA9u3b62zLzc1FcHAwevXqhaKiIsTHx7d5X/fu3VFYWOiqZBIZdejgfpSWljisi492gTwiMlKSmYlMFYa110SwpkuVUPC3p6AttDa0NDehV2IfneZqawMZofCvvwCWfvqELk0paek63ZsEfHARuU6HjuGcXcdJ3GWwtKBXYl+sXL2elTdavKLbkiF5eXn4/PPPMWPGDLRv3x5qtRohISFt9gsNDUVNTY3JY/219gqRxYQ8Y03eqVSpIOzuiDyXl5OFr77cBADo0KGT1cd2VL7XPoz2MYWaf6EJ2dLzCQV/Q/tb+xmVSiXiu3VHyk0jcejgfigUrdct9WbzDxHhAZmSNko8n/77tNMT1TkWL/+jtYXh/vETxQdVXk4WFArd99qSf4gA5h1LKHD5txkZFemR18rWz2Rv/vnHy7Nw5vQp9Ok3AIqj9h3LUXKzM3UCA+17tkDqNLqCNZ/RK4OHzMxMPP/88xg9erRDxjL07NLB/kSRV7Im74SFBCAwwBcAcOTX3Rg9erRd574qIR7Z2QUAgG5xMeKxE+JMpykowM+i/SzVLsgfsbGxCAsJ0PlcQQF+2P3fXERHR6N///4Wn89U+gx9xm3btulcy23btonHuKJnd6xevfqv7aF4/qlJKCkpMZuW6dOno6ioCFOnTjX5PWmnJywkQDxuwsQHxH20t+vjvYdsxbxjXGCAL6qrq1FZUYagAD+H3evkYPz992Dbtm1IiOtg8N5n6XPF1vwT4Nt6Xx2VMgL7/rcHgOOeJbZauncnJk98QLzvT9a6/wKt10zqNLqCWu1v8b5eFzxs2LABr776KsaNG4e5c+dC8VeoJbQ+6KupqdEZB2FIUXEVZLhIIsmYQtF687Um71SrG3CpoRkAkJX7PfoNvsGmc//j5dbBu/X1l4+nfexCZZXJ99c3NFm0n6W69eyFV5e/iRWvLcb8hYsw7+X5GDh4KNp3iEJYeDku1jciIDgMhcqqNjVE1qZP+Ixr1m4Sj5OV+z1Wvr8GAPDu6vX45LMtCPBv7dHZ0NgiHqff4BtQOP8fRo+trbq2DhFR0a3vMbGvdnqq1Q0G9zW03Zb8QwQw71jiUkMzAgKD0b5DlNHfpbvqN/gGfPLZFhQqq/DJZ1tQWlkr3gs/+WyL0eeKcO+1N/8I9+d+g2+w+JnjLMJnEr5jY88Oc/dxT1FX17YMbIxXBQ+bNm3CK6+8gmeffRaTJ0/WeS0hIQGnTp1q856TJ0/iiiuuMHlcjQa8CZNNLM07QhcYhUKBztExUFWokPOd+YK0IdoDwoTjRURGQkiGpXnZUXk+OXUUNBpAVaFCS4sGQUGBaGluQnLqKFSdP4fyslJoNMATkyegvKwUyanGP7N2X1pD6YuOiUV5WSkOHtiP5NR05GZnQlWhQmlJicH3CGkTj2ni2ML5tb8Tc9dIePnggf0m9ze1nfcesgXzjnHCZUlOHYW8nCyPvE7CZzp4YD80mstjsIzf27J07r325h+Nxvz91Bm079HCZ6+pvqB7n/fA79sS1nxurxkw/eOPP+If//gHZs+e3SZwAIARI0bgwIEDOH/+vLhNpVLh4MGDSE5OdmVSidoQBgwLA7ciIiPF6eNslZw6SjyeMCvQycI/TR5TWCzHx9dx9Q7CjTwiMhI+CgXqL16CUqlESlq6uKhRpUqls6CasbQdOrjfZPq0j6e9urOwHoSxtFlKe1E4SwgrvgIcEE0kF8L9wBsGyFaqVDrPEmcNZs7NzpTFQGntiTiA1nv8mLvvk0Xa3IlXBA8ajQaLFi3CoEGDcNttt6GiokLnP7VajQceeAAdOnTAc889h2PHjuHYsWN47rnn0LlzZ9x3331SfwQiHZUqld2zIxmagq6hsdHkMYXFcoSpQx2pUqVCr8S+2LI9T2d2o+TUURYVrPNyslCpUlmUvojISJ1gRFhN1J4HiDDLkzUzQ2kHM95QUCFyB0KlCuAdQb32s0S/cK3/b1vl5WQhLyfLJSs1m0uvsPCnUGmWkpaOQwf3OzVNnsYrgofi4mKcOHEC+/fvx/Dhw9v899FHH6F9+/bYsGED/Pz8cP/99+OBBx5ASEgI1q9fj+DgYKk/AnkxoVAaERlp8EHmiBqdlLR0+CgUCPDXHTAlh9qYlLR0kwVr/SlnLVGpUiEmJhYxMbE6q4nm5WShorwEyjOnTb7f0HURZnmylrnCiTcUXojkxNSUyt5CuxLEmgoRYyIiI8V1M5y9UrO5QEC4V/PeajuvGPMQFxeHY8eOmd2ve/fuWLVqlQtSRGSZ3OxM8UaXNHCIwQeZcGM39pDT7uNpKhjoldhXrIkX3mPu2M5izU09LycLe/fsREV5iUXvE/YRPtPcF2bovB4XF4djBfkGuz7F/DVmIi8ny2HXRPs6G3udiFzH039zxipZIiIj26z8LFReJfYdYNc5K1WqNouwCfdTSybCsPZchug//7TPWalSISgowGFp8HRe0fJA5K60C5W23lxtqUHS7gPriFona5lradB/CAgBliXXSL8lQzvgiIiMhFKpRJ9+Vxvs+rRy9XpMnT7Tko9ARCRLSQOHYNqUCThekK+zvVKlwvGCfJ3xD8K91ViB3BxTFVbC/dRVXYbycrJwvCAfRYUn2ryWnDrKaV1yPRGDByKZys3ONFpDlJw6Sux2o/8e/b+1HwaGjqNNGMDbotHg2LGjqKm+IKYhNztTFs28eTlZYnAjfD5DDwNL6dc+jR030eQDxFyAYmnXKSIiKWjfw/TvVy0aDf63dzeOF+QbrDiytivr5k/XYtH8WUbviylp6ahUqZzSRdbYMWuqa9q0LHt6a5OjMXggkiFhQBcAg7MHCTMRAcDxgnzxxqw/2O3Qwf06g+EiIiN1Bqzp3zCFAbw+CgV69+6DMXffh0qVSkyPs2+wlgYnwmdyRquIvZ8xaeAQh89IRUTkSNqTNQizSwnPkYbGxjYz20VERmLalAl4768Z6iwldFWqVKmgVCrh4+tn8D5v7F5ua1AhzKaXm52JaVMmiBVoU6fPxJbteWxhsBOfbkQypN1U/MqyN83uL0w9Wl5WCgBin3z9pmbheOZuyFOnz9QpRO/ds9P6D2EDawvuEZGRmDp9JvZ8n+2Q81savOjvp309zQ3wJiKSk16JffHKsjcx94UZOhNnVJSXAC3NiIvvhqSBQ/DD7u+hsOM8UZ1jrS60v//OG/jqi01iZZmltGePEv7doWMn3psdhC0PRBIzVZA3V5gVao+SU0dZtA6CwNQNNDl1lM7rKWnpmLdwudNnyDBH6FIlrAcRExMrDiJ3VE2/pQ+WlLR08XrmZmdKMi6EiMjReiX2RY+EKwG0thpo/lrKzd5Ct6lnWXLqKIPda3OzM+2ekpycg8EDkcQMLSwmdC2ypjCrraK8pE0/U3MFXP1ZiIy9LhXtwcrCugxCWqUY6Cb05T10cD8qyktwvOCozQGM1NeWiLyP/n3HmfchU8+ylLR0MUgQnoXaXXetIYfpxb0BgwciGdAeq7Bo/iwAwNhxEy16r3DDFwZQ52Zn6vQzBYD6OrW4VoQx5gIVOYx3ELpiyanpWZiCsFdiH5sDGDl9HiLyDvr3HUP3IbVabdeibsI4B8Cye7zwLLRm3RxhXMM9tyeLAYehCUXIcRg8EMmEUNNy5vQpANZ1oQFaa+ZXrl6vM+2dcLPu0DFcXCtCrtytAC303+XsSkTkKfQL+L0T+xrssmppDb/2OAdT93ihK6o1hDQI4xqC2gWKi78Jz0Pen52DwQORDFSUl6DgyG8AbBtUpk17kLQlNUvuRm5dfCpVKs6uREQeISUtXRxfZkputmPHefVK7CsW9nOzM3VmBWw9X9v1fYSuo/r0p9/Wn02K7MenHZHEIiIjW1fw7DcA9fUNTjlH1fkLdjU9y4kcAyBO+0dE7kq/Qmbl6vXIzc7E5k/XIr5bdySPGAmgtSsQFMC2bdvMHtPasQdCGipVKvG8Y8dNxLtvrwBwuTuT9v1f6J5rKigQZuTTnuSC7MeWByKJCDfgSpVKbG1wRK26/jF8FAr0SLhS8tmSPI1wneXWEkJEZA1DFTIpaenic0m7a+y7q9fj559/FvczViDPy8myahY64Rza99OUtHST3ZmE8RSmVr/WHiMnx4ond8XggUgihmpvHHFzS0lL1xmkJsxMRI7FBxIRuTt7Kz8cPU21dtACQJxh73hBvriP0IVp7LiJZlt9WbnjHAweiCRgz9oOljA0SI03USIi0mZL5UdZWRlqai4gNzvT7DgCe587KWnpbdYwElo1tJ9tPgoF6i9eatM9l5U7zsHggUgChw7ux4ULrTff5NRRbZpq7WXohs2bKBERWcpUwb99+3Bx6mxTlWGOeO6Ym3Y1JS0dU6fPxJbteeye6yIcME3kAsLNVRi0papQITy89eZrYlFomzFQICIie5he2O1yYKHdCuAMQrfbFa8txrQpE1BeVopeiX310sMWdldi8EDkZIvmz8KZ06eQ2HcA9u7ZiTOnTyGqcyxGjx4tddKIiIisZqziKzc70+5AwlgAUKlSobS0xGy6yPnYbYnIyYSVMitVKvHfkVGRDB6IiMhj5GZn6ixSaitjAUBy6ihxDQqu2SAttjwQSUDOKz0TEREZo13xFREZKU6VKsy8ZKxrkb1S0tK5XoNMsOWBSAJsWiUiInekHTwkDRyC4wX5mDZlgrhNf3YkRxOCCJIOgwciF0lOHQUfXz+PWemZiIi8m6FCvNC1iDwXgwciBzPWpJqSlo55C5dzKjkiIvIYQvckYSG3lavXo1diX45L8GAMHogczNyKm5xKjoiIPImhrkoc2+e5GDwQOYmpFggiIiJPYKxCjM86z8XZlogcrKK8BIvmz0JIaBj27tmJ4wVHEdI+TOpkEREROVxKWjq++mITystK2VXJSzB4IHKwuLg4tDQ3oVKlQoC/D3ol9sHwEWlSJ4uIiMgpVq5ej9zsTLHbLrvnejZ2WyJyoNzsTPj4+sHHtzUuVyqV8PH1Y/MtERF5NO3nHJ95no0tD0QOdOjgfsxbuBwAxFoY4W8iIiIid8fggciBhJU2Ada8EBGRd2F3Je/A4IHIARbNnwUAbQaLMYAgIiJvwWeed2DwQGSn3OxMtDQ3AeC81kREROTZGDwQ2Uhobaivb0CAf+vcA6x1ISIiIk/G2ZaIbNTS3ISW5iZEREbCx9cPSqVS6iQRERERORVbHojslDRwCFLS0o2uKE1ERETkKdjyQGQnoasSuywRERGRp2PwQEREREREFmHwQEREREREFvGq4GHt2rXo378/Zs6c2ea1ffv2Yfz48UhKSsLQoUMxY8YMlJWVSZBKcgeL5s/C8YKj8PHlsCEiIiLyHl4RPFRVVWHq1Kn48MMPERgY2Ob1wsJCTJo0CfHx8di6dStWrVqF4uJiZGRkoLGxUYIUk9y1NDehV2IfzFu4XOqkEBEREbmMVwQP27dvR11dHf79738jPDy8zetr1qxBx44dsXjxYiQkJGDIkCFYunQpjh8/jqysLAlSTEREREQkP14RPIwYMQIff/wxIiIiDL6+Z88eDB8+HH5+l7ugJCQkoGvXrti1a5erkkkyI0y9mpudqTMNK6dkJSIiIm/lFR224+Pjjb6mVqtRXl6Obt26tXmte/fuKCwsNHt8hcKu5JFM5eVkQaEAvt76OXomXIGvvtwEALjyql7iWAdbv3vhfcw7ZAvmH7IV8w7Zg/nHc1nznXpF8GBKbW0tACAkJKTNa6GhoRatGtyzSwdHJ4sktm3bNoSFBGDyxAcQExGKbdu2ISTIHwDQsX07vPPmPx1yHuYdsgfzD9mKeYfswfzjedRqf4v39frgwRGKiqug0UidCsNyszO5eBkuXwdLrsc/Xp6FM6dP4f7xE1GorEK/wTegtLJWfF9udiYKlVV2pUehaL35yjnvkHwx/5CtmHfIHsw/nquuTm3xvl4fPLRv3x7A5RYIbTU1NQYHWOvTaCDLH1FudiYOHdyP5FQGD7nZWUhOTRf/f3l722CipbkJcXFxSE5NF79XY/+2l1zzDrkH5h+yFfMO2YP5x/NY8316ffAQHByM2NhYnDp1qs1rJ0+exLXXXitBquy3aH5r7XlU51ipkyKpRfNnAQAiIiMxbcoElJeVArgcNOTltM6mJbRKEBEREZFxXh88AK2zMeXl5aGxsRH+/q19vvLz81FcXIzk5GSJU2cbofa8obHF4ccWCuTXDx8p2y5RQnDQ0twEAEgaOAQn/jiOztExyM3OxOZP12Lvnp2IiIxEXk4W9u7ZiTOnTyGx7wAu/EZERERkhFeUkqqqqsTF3pqbm3Hp0iVUVFQAaO22lJGRgW3btmHu3Ll4/PHHUVNTg3nz5iEpKQkpKSlSJl2WhAL5oYP7ZRs8HDq4H4cO7kelqhJR0dFISUsX07ritcWI79YdQGtQ8fVXn+OiWoG4uDhUqlR4ZdmbEqaciIiISL68Inh48skn8fPPP4t/l5aWIjc3FwCwZMkS3H333Vi3bh2WLVuGMWPGICgoCCNHjsTs2bPh4+MZS2E4Y+B0pUrl0OPZSrslZO+enQCAkNAwJA0cgmeef6nN/kkDh+hci7ycLAQFBbCbFxEREZEZXhE8bNiwwew+AwYMwMaNG12QGudbNH8WjhccRWK/AUBjAwDo9O23VW52Jvbu2SkeOyI8DNOmTAAArFy93v6E20i7JeTM6VOI79a9TYCgTX97cuoopKSlY+4LM5ydVCIiIiK35hnV6qSzGnJLcxN6JfbBvIXLAbQGExXlJTh0cD8WzZ+FRfNntRkcrP1+QxbNn4XNn65tHRfQbwDmLVyOSpUKpaUlKC0tceInM007vUkDh2DsuImYt3C5VUGS9r7JqaMcmj4iIiIiT+IVLQ/eQBgAXF/fgAB/3ZhQGDxdqVLpvKbdanDo4H589cUmlJeVtil4CwFJXFwcho9IE19PTh2FgqNHxH0A+1o2bHHo4H5xgLO95xZaIIiIiIjIMAYPHiIuLg4tzU2IiIyEurZa3J6cOkocB4DGBiiVSsR3646UtHS8+/YKcT+hFQHQDQSEmYnUNdUIaR+mU7hOSUvHV19sAtBaiP9xzy589cUm3P1/D4jbndmdKTc706EDnBk4EBEREZnG4MHD6Pf1159lSL92vb5OjUXzZyE5dRSqzp8DgL9mKVIhJS0dhw7uBwAk9huA64ePbHM+ITjIzc7Ej3t2ie/XDkSsKZRbMw2sMI6DiIiIiFyDYx7ckKnFzEwVuPUDi5iYWAQFBeHM6VNISUvHytXrsXL1eiQNHIKa6gvieaI6x5odR5CSlo6p02eK7xfk5WSZHU+h/VpLcxNampvEoEV4bdqUCWI3q0XzZ2H8vemoKC/hGAUiIiIiF2LLgxsRZjs6c7p1NWyha9Dd//eARQub6Rf+hVYD/VmGhJWXre3GI+wvdGcqLytFTfUFHDq4Xyfd+scVVsPWpj0NrHZLBtAaYGigEbtfEREREZFrMHiQOaHbT252prgeQXy37mKXnfKyUhw6uF+cWckWhmrvhW22Fs61A5OkgUOwd89OxHfrLg7MBlqDnr17dqLgyG+t08oCYhCkPQ1sh46d4KNQiKtD+/j6oU+/q+36zERERERkPQYPMrf507X4aNVbCGkfhqCgYCSn3ieuSbBy9XqTXYEsZShAcFSNvjDGQjje3BdmiK0IwroMwtSv2ufNzc7ED7u/B9AaPEydPlP83FwBmoiIiEgaHPMgc3FxcWIXnTF336czTSqgOyBajgwtyCaoVKnEdRkMvc9HoUBMTKzOIG+OcSAiIiKSDlseZMxUFx05BwympKSl4/133kDn6Biz6yoIrQ367yciIiIiaTB4kLG8nCyP7KJjKCgwhIECERERkbwweJCZ3OxMcUBxh46dJE6NczAoICIiInJPHPMgM9rrG7B/PxERERHJCVseZEB7OtZKlUqc5pSIiIiISE4YPEho0fxZAICQ0DBxEbWx4yZKmygiIiIiIiMYPLiQECxcP3wkgNaVkgHoLKLG8QBEREREJFcMHpwoNzsTe/fsBNAaMAjBAtA6tqFSVYmo6GjZr9VARERERAQweHAq7cHPAODj23q5GSwQERERkTti8OAE2t2TtIMEBgxERERE5M4YPDiQ0E2p4MhvSOw3gMECEREREXkUBg8O8I+XdQdCJ/YbgHkLl0uZJCIiIiIih2Pw4EAcy0BEREREnozBgwO8/I/l0GikTgURERERkXMxeLBBc3Oz+O+ysjKoapoZPJBVFAog1L8BKtUF5h2yGvMP2Yp5h+zB/OO56urU4r+1y7mGMHiwwZkzZ8R/X3HFFRKmhIiIiIjIcc6cOYN+/foZfd3HhWkhIiIiIiI3xpYHG8THx4v/LisrQ/mFRjbfkVUUCqBnlw4oKq5i3iGrMf+QrZh3yB7MP56rrq4O1w7qBUC3nGsIgwcb+Pr6iv8OCQlBcCODB7KOQvFX3glm3iHrMf+QrZh3yB7MP95Bu5xrCLstERERERGRRRg8EBERERGRRRg8EBERERGRRRg8EBERERGRRRg8EBERERGRRRg8EBERERGRRRg8EBERERGRRRg8EBERERGRRRg8EBERERGRRRg8EBERERGRRRg8eLgHV+3Eg6t2Sp0MIiIiIvIAflIngJyrUl0vdRLaEIKZjY+NlDglRERERGQNi1oe9u3bh8LCQvHvTz75BLfddhsGDRqE22+/HZs2bXJaAsnzVKrrZRnUEBEREZFpFgUPCxYsQHl5OYDWwOGf//wnUlNTsWDBAqSmpuL111/HJ5984tSEEhERERGRtCwKHk6fPo34+HgAwBdffIGXX34ZM2fOxJgxYzBjxgwsWrQIGzZscFoi165di/79+2PmzJltXtu3bx/Gjx+PpKQkDB06FDNmzEBZWZnOPqWlpZgxYwaGDRuGq6++GuPGjcOBAwd09mloaMCyZctw4403on///khPT8eWLVuc9pmIiIiIiNyNRcFDSEgIzp8/DwAoLy9Hnz59dF7v168fSkpKHJ64qqoqTJ06FR9++CECAwPbvF5YWIhJkyYhPj4eW7duxapVq1BcXIyMjAw0NjYCaA0KHnnkEZw5cwYffvghvvjiC/Ts2ROPPvoozpw5Ix5r/vz52Lp1KxYsWIBvv/0W999/P1566SXs2LHD4Z+LiIiIiMgdWRQ8jBgxQuyWdM011yAzM1Pn9R07dqBHjx4OT9z27dtRV1eHf//73wgPD2/z+po1a9CxY0csXrwYCQkJGDJkCJYuXYrjx48jKytLTFthYSFee+01XH311ejduzcWLlyIsLAwrFmzBgCgVCqxdetWzJw5E8nJyejevTsefvhhpKen41//+pfDPxcRERERkTuyaLalZ599Fg888ADGjRuHpKQkrF27Fr/88guuuOIKFBUV4eDBg1i5cqXDEzdixAg88MAD8PX1Nfj6nj17MGLECPj5Xf4YCQkJ6Nq1K3bt2oXbb78du3fvRvfu3ZGQkCDu4+fnh+uvvx67du0CAPzwww/QaDS46aabdI5/44034ttvv8WZM2fEbltERERERN7KouAhKioKW7duxZo1a5CbmwuNRoPDhw+jtLQUgwYNwqZNmzBgwACHJ85UgV2tVqO8vBzdunVr81r37t3F2aGKiooMHqd79+746quvcPHiRRQVFSEgIADR0dE6+wjHLiwsNJkWhcKijyMpOaZRjmlyFeGze/M1INsx/5CtmHfIHsw/nsua79TidR7at2+PZ555Bs8884wtaXK42tpaAK3jMfSFhoZCqVQCaA0yunbtanAfAKipqUFtba3R4wj7mNKzSwer0u5Kir9yQ0JcB2kTokWOaZKKnPMOyR/zD9mKeYfswfzjedRqf4v3tWuRuPr6ehw8eBAnT55EdXU1ACAsLAw9evTAwIEDERQUZM/h3UZRcRU0GqlTYZjmr4QVKqukTYgWOabJ1RSK1puvnPMOyRfzD9mKeYfswfzjuerq1Bbva1PwcOHCBbzxxhv4+uuvUV9veLGvoKAg3HnnnZgxY4bBwc72at++PYDLLRDaampqxHO2b98eanXbC1JTUwOFQoGwsDCT+wCtAZEpGg1k/yOSY/rkmCZXc4e8Q/LF/EO2Yt4hezD/eB5rvk+rg4fq6mo88MADKCwsRLt27XD99dejR48eYhef2tpanDx5Er/++is2bdqEn376CZs3bxYL+44SHByM2NhYnDp1qs1rJ0+exLXXXgugdQD1r7/+anCfuLg4BAUFISEhAQ0NDSgpKUFsbKzOPgBw5ZVXOjTtRERERETuyOrg4Z133kFhYSEmTpyIJ5980uBYAaB1rMFbb72FdevWYeXKlZg9e7bdidU3YsQI5OXlobGxEf7+rX218vPzUVxcjOTkZADATTfdhK+//hp//vmnGAQ0NDRg9+7duPXWWwEAN9xwA3x8fJCXl4fx48eLx8/JyUHv3r3RpUsXh6ediIiIiMjdWLTOg7acnBxce+21mD17ttHAAWgdyDxnzhz87W9/w3fffWdT4qqqqlBRUYGKigo0Nzfj0qVL4t/19fXIyMiAWq3G3LlzUVRUhMOHD2POnDlISkpCSkoKAODmm29Gnz59MGvWLBw+fBiFhYWYM2cOGhsbkZGRAQCIjo7GuHHj8NZbbyEvLw9KpRJr1qzBzp07Da5qTURERETkjaxueaioqMDtt99u8f4DBw7EgQMHrD0NAODJJ5/Ezz//LP5dWlqK3NxcAMCSJUtw9913Y926dVi2bBnGjBmDoKAgjBw5ErNnz4aPT2tc5Ofnhw8++ABLlizBpEmT0NDQgEGDBmHDhg2IiYkRjz1nzhyEhoZiwYIFOHfuHHr27Ik33ngDI0eOtCntRERERESexurgoUOHDigqKrJ4/xMnTqBDhw7WngYAsGHDBrP7DBgwABs3bjS5T2RkJF5//XWT+/j5+WHmzJlsaSAiIiIiMsLqbkvDhw9HTk4OPvnkE7P7bty4EXl5ebjhhhtsShwREREREcmH1S0PM2bMwPfff4/Fixfj448/xt///nf07NlTZ7aloqIi/PDDD1AqlYiIiMDTTz/t8IQTEREREZFrWR08REdHY/PmzViwYAF++OEHbN68WVwxWCAsAvb3v/8dCxYsQHR0tGNSS0REREREkrFpkbj4+Hh8+OGHOHPmDP73v/+hqKhIXKwtNDQUPXv2xLXXXov4+HiHJpaIiIiIiKRjU/AgiI+PZ4BAREREROQlrB4wTURERERE3onBAxERERERWcTpwcOyZcuQmprq7NMQEREREZGTOT14qKqqglKpdPZpiIiIiIjIydhtiYiIiIiILGL1bEuzZs2yav8DBw5YewoiIiIiIpIhq4OHb775BgqFQlwIzhL6i8gREREREZH7sTp4CAkJQUxMDObPn2/R/qtXr8YPP/xgdcKIiIiIiEherA4eEhMTUVBQgL/97W8W7b9161arE0VERERERPJj9YDpPn36oK6uDqdPn3ZGeoiIiIiISKasbnkYNmwY9u3bh9LSUnTr1s3s/ikpKYiLi7MpcUREREREJB9WBw+jRo3CqFGjLN4/NTWVi8QREREREXkArvNAREREREQWYfBAREREREQWYfBAREREREQWYfBARACAB1ftxIOrdkqdDCIiIpIxqwdME5FnqlTXS50EIiIikjm2PBARERERkUUYPBARERERkUUYPBCRqL6x2aPHPXBcBxERkX045oGIRBqNZ4998OTPRkRE5ApseSAiIiIiIosweCAiIiIiIosweCAiIiIiIos4LHioqqrC//73P+zYsUPcVl/P/sVEcsCBwkREROQIdg+YLiwsxNKlS/HDDz+gpaUFAHDrrbdCo9EgNTUV8+fPR1pamt0JJfI2D67aiUp1PSJCgrDxsZF2HYsDhYmIiMgR7Gp5KCoqwgMPPIDdu3ejubkZGo1GfK2qqgoqlQozZ87EgQMH7E4okbepVNejISCMBX8iIiKSDbuChzfffBMXLlxA165d8dxzzyE4OFh8zc/PDwMGDEBTUxM++OADuxNKRERERETSsit4+Omnn6BQKPDxxx8jIyMDAQEB4mvt27fHmjVr4Ovri0OHDtmdULljn3IiIiIi8nR2jXlQq9UICgpC165dDb7evn17+Pr64sKFC/acxi2wa4l7EwI/e8cWOJu7pJOIiIg8k10tD9HR0aivr8fu3bsNvr5+/Xo0NDQgKirKntOQAWzpcKxKdb1bBIDukk4iIiLyTHa1PIwcORIbNmzA448/jmHDhkGtVgMAnnrqKfzxxx84efIkFAoFRo5kLakppmqTjb3GAiR5EraoEBERuQe7gofHH38cubm5KC4uxv/+9z9xe3Z2NgBAo9EgJiYGjz/+uH2p9HCmAgEGCeQNmM+JiIjcg13dljp16oTPP/8ct912G/z8/KDRaMT//Pz8cNttt2Hz5s2IjIx0VHqJiIiIiEgidi8SFxkZiddffx0NDQ0oLCyEWq1GaGgoevbsqTP7EhF5BnYxIiIi8l52Bw+CgIAAJCYmOupwRCRT7GJERETkvewOHmpra/Htt9/i1KlTqKqq0lllWqBQKPDqq6/aeyoiIiIiIpKQXcHDvn378MQTT6CmpsbsvgweLKffLaS+sRkPrtrJbiIeaPyqnYBGui5AUnZBenDVTlSq6xEREuTyc5N57J5GRESG2BU8LF68GNXV1Wb3UygU9pzG6+h3C9FoWrfxYe55Kmvt6wKknye0C+Ta2+obmxHk79v2/Ea6ILkir1Wq69EQEIZKtfl7CLkeu6cREZEhdgUPhYWFUCgUGDFiBB566CF06dKFg6SdiA9z0qefJwwVyCvV9TDQm9Cq4xIREREBdgYPnTt3RllZGd5++234+/s7Kk3kImzJICIiIiJr2LXOw4QJE9DY2Ihjx445Kj3kQpXqetYwuyFhDIy9+xARERFZy66WhwkTJiAwMBCTJ0/GqFGjcNVVVyEkJMTgvnfeeac9pzIqOTkZSqWyzfarrroK27dvB9A6sPuNN97A77//Dn9/fwwfPhxz5sxBdHS0uH9paSmWLl2KH374AZcuXUL//v3x/PPPY9CgQU5Jtzn1jc1IX5GJ+sZmSc5P8iWMgbF3HyLyHkJlwidT2dJMRPaxK3goKirC+vXrcf78eWzevNnofgqFwmnBAwA8+uijePTRR3W2+fm1frTCwkJMmjQJ6enpWLRoEc6fP49ly5YhIyMDX331Ffz9/dHQ0IBHHnkEwcHB+PDDDxEYGIj169fj0UcfxTfffIP4+Hinpd0YjQZoCAiDpuG8y89NRESehZUJROQodnVbWrhwIU6cOAGFQgGNRmPyP2cKDg5GVFSUzn8dO3YEAKxZswYdO3bE4sWLkZCQgCFDhmDp0qU4fvw4srKyAAA7duxAYWEhXnvtNVx99dXo3bs3Fi5ciLCwMKxZs8aqtDy4aie7i5DdhBmS7MGuS/LGewUREbkju1oeDh06BIVCgdjYWIwePVqWsy3t2bMHI0aMEFsiACAhIQFdu3bFrl27cPvtt2P37t3o3r07EhISxH38/Pxw/fXXY9euXVadj7U7ZAv9weu2zJCkzx27LnnTIH53+26IiIgAO4OHkJAQNDY24osvvkBERISj0uQwarUa5eXl6NatW5vXunfvjsLCQgCt3a8MdU3q3r07vvrqK1y8eBHt2rVzenrt4U2FLsDzPi8Lkq14HUguDK2ZQkREdgYPo0ePxvr169HS0uKo9NjkyJEjyMjIQEFBAXx9fTFixAg8/fTTaGpqAgCDg7hDQ0PFgdZqtRpdu3Y1uA8A1NTUmAweDK2BZ8u6eJa8p76xGQ+uvtzVQXiPUOgydgxTx5ZqDT97zmvu89rKVdfC2u/JXB7TzhPOPq8lr9nL2d+DnNattOde4YrPIadr5Uraa6Z40jVwZd4hz8P847ms+U7tCh6ef/55NDU1YeLEiZg8eTL69OmD9u3bG9y3S5cu9pzKqI4dO6K2thaPPvoounbtiqNHj+L111/H/v378dFHHznlnPp6dunQZhXthLgOFr9feK/wHkMrcgvbNBrgnPqS0ffon9fYdnOvOZMjzuvotEt9LQSG8oBCoWizXdgm/H1Ofcng8YwdR/917WNpv0d7/xv/8TXKLlxEfWMz2gX42X2tDJ3P0HkdSarv2RBHpKVnF9vfa46crpUU9H9r7k74PEKecWbeIc/H/ON51GrL12uzK3gYOHAgGhsbAQBz5swxup9CoUB+fr49pzJqy5YtOn/36tULUVFReOSRR7B3714AQG1tbZv31dTUIDw8HADQvn17qNVqg/soFAqEhYWZTENRcVWbQeGFyiqLP4PwXuE9hgaYa2/T/rf+e/TPa2y7udcsMV6Y+s/KJn17z+uoYzjzeOYoFK03X2P5Rv/71t8ubDM3GYH+ca57eSuAy9+Z9ufWPrZ+egCgtKqudQawS+d10mQrQ+czdF5HcvX3bIo9aRHyT+u9x8EJ+4ucrpUU9H9r7k74PEXFVU7PO+S5LLn32Fo2IGnV1bUtBxtjV/DQ0NBgz9udJjExEQBQXl6O2NhYnDp1qs0+J0+exLXXXgugdQD1r7/+anCfuLg4BAUFmTyfoR+QtTfl+sZmjH9/p9V9a8e/39ovt76xGUH+vsZ/zO8b779r6wOksrbervc74sHliGMIMxuZun6uYuz8jshjwOXvzNJ8Y+oczrxWzv4epP6etdmTFo3Gu66VVDzpGgifxRV5hzyXqfxjb9mApGHN92VX8HDXXXfZ83a7nThxAqtWrcJjjz2GK664Qtz+22+/AQB69OiBESNGIC8vD42NjfD3b22Syc/PR3FxMZKTkwEAN910E77++mv8+eefuPLKKwG0Bka7d+/Grbfe6pLPYuvMOEK/XFPrQdQ3NkNZpYZPSEdUqqvtSaZHsnVmI3cetG1JviHXcPXAXHfOt0REJD27goclS5Y4Kh02iYmJwS+//IKjR49i9uzZ6NatG44dO4ZXXnkFV111FZKTk9G3b19s27YNc+fOxeOPP46amhrMmzcPSUlJSElJAQDcfPPN6NOnD2bNmoUFCxYgNDQUK1euRGNjIzIyMiT9jI7g6dG/VIUhY8Ge3AtnwvoRPvKaVdlraQ/MddX5yDvVNzbjltczEdMhGGsnjZA6OUTkpuxaJE5qISEh2LBhAxITEzFnzhykp6djwYIFGD58ONavXw9/f3/Ex8dj3bp1KC4uxpgxY5CRkYHExESsWrUKPj6tH9/Pzw8ffPABevbsiUmTJuGuu+5CZWUlNmzYgJiYGLPpGK+3oBcX53KtSnW9rApEptIjh4XBPLG7gqOvqxy+JyJH02iAhoAwlF24KHVSiMiN2dXyINTcm9LS0oL6+nr8+OOP9pzKqK5du+K1114zuc+AAQOwceNGk/tERkbi9ddftykNlbW63V6ELkjW1kDXNzYjfUWm3SsLO9qDq3ai9EIdYsKDHVabLgRYcqudd3argZyCHHdkrIuPo6+rI47nqO5Irm7JEtItjIchIqLL5N67wBXsCh6USiUUCkWb2VIuTyuq0fnb21hbABFqheTQD137x1GprkdTi8ahBTRHrX6sPdjZEYQ0ObIfOm80juPqLj72cFRaXR1wcjwMEZFxnlAJaG+5xK7gwdjaDRcuXIBarYafnx+SkpKMrv3g7eTcLcJdfhy2Dna25LiOKqS66lpyLAMRWWr8qp2AhpUaRN7I3nKJXcFDXl6e0dcKCgqwaNEiBAYG4s0337TnNB7LmYVKKQITb69hN9fdQ7+V5MZ/fG1Rq4mlXbw8bRyD3Lkyv8u1mx+5L2E6TSIiazltwHRiYiLeffdd/PTTT/jnP//prNPInlSDp6UYRGzunA+u2inLMR2OInb3MDb3tV4rSdmFixYV+B3VxYscyxG/sfrGZot+D8wDJDVOIkDeQCinMK+b5tTZlkJDQ+Hv74///Oc/zjyNrLnzQ9/RA7jNFa6JvI32zFecpY3kTG6z2jkTAyX7CeWH1OXfutW1vNxl2Tvyuq2cEjw0NjaiqKgIL774Iurr61FdLf/Bjd7KVIFFHMDNwj45kaW1757AVKHEnSsaiDyJNwVKziKUHxw92QrJg11jHvr06WN2H4VCgV69etlzGo/iyH7Sjhgg68wCi7ePgXAkqafxFcZrmMtrtnznzghO7Zkty9EzeGlz9G/NEYNe+TslqTDvyYerV7on92ZX8KA/RashgYGBePbZZ+05jUdx9HSncmbvZ5XqwSLHWYuknsbX0lmt5FLDZM9sWc6awcsZHDHoVS7fGXkf5j35cNQMg0LlC3k2u4KHYcOGGdyuUCjQoUMH9OzZE+PGjUN0dLQ9pyGZcVX/RakeLI4oOLpidhxn1pBbmw6AtYeeiLM8EZE1rKl84bPD9RxVfrMreNiwYYNDEkGO4aoHvXahnoULw1zRf91RNeT2DtRl7aF57jRgUBvHYRB5F1c+0y25tzDAcCxD11y4xqsf+pvFx7EreCB5keJBz8KF+zP2HdY3NiN1+bfw9/ORRTO0peMu5MhVvxFXPmjZR5rIfRm7V9jyTHfmfYflC+ez5RpbFTwUFxdbfQKBsdWovYlcupkQWUKjAZo0GmgkHGuhzVhLC39Xl7nyQevIVdiJnIU114Zp3yvsrZgRFkc11sLq6h4KUn7n3pLfrAoekpOToVAorD6JQqFAfn6+1e/zNO40EFMuhFmGWLtJxpj7XXnizXz8qp04p75kVdBkquuU9u+MyJOw5to8R5RNTLVYuLqHgpTfubfkN6u7LVkywxK5L6Ergr3dVOypDdZOgzDLkDW1m6YKi67uasFacemZW/XcUflBO985u4tVZe1fCy5esrxFyNR1sOV3JleeGCw62sWGJgCQ5L6k/ZsztQ/A79CReE3Nk3vXWHNlG/3XzH3n9ox3tCp4uOuuu2w6CcmLocwibBNXgbazm4o9My7YmwZThSRXd7Vga5P19Ju4nRnQOjI/aOc77e9dSLezCmr2dAmQ47SK9hZyDHWhkEOBSU5jRKS8Jxn6zT24aidKL9QhJjwYGx8bKYvaW0+bDMRQNyVz9yRvCzikeF5bc43NlW2s2R+wr0XIquBhyZIlNp2E5MVYJpNqfQNnPiicdfNji4Lz6N/QpAhoHcnZ5zT0ALA031t6TVxZiHDE/UBuEzk8uGonlFVq+IR09IjWHUerVNfLbiViueUhRxACIinX7XHmvcTRs9q54r7nyjxmqtxS39iMSR/usvhYDpttqaysDEePHkVtbS3CwsLQv39/dOrUyVGHJwcxVQvqiTXkzvphskXBvUk5dao9TcWWvs/R+d7VhShPGuskBA5yvV+4c+2yO6ddCnIIiJx1fuF35sgKPWPTmrprxaGpcotGA5yrs/y7sTt4OHv2LObPn4+9e/fqbFcoFBg1ahRefvlldOzY0d7TkINI9QCzty+hpzUheyJ3uqnaMhWhqS4n1nx2ex7gUj/4XUUYg6GsOm/ydy+nrkDGyL2iwdF5yt1aqeTM04Ije58Rpq6Hra2ollxj7X0c8Xt29vfqisoxu4KHyspKjBs3DhUVFW0GUms0GvznP//BH3/8gc2bNyMkJMSuhJJ7s/cHJ4caE0epb2zGLa9nGu1rLsd+6JaQSyHJGYPezI2NkMtndybtAN5VAwvN/e4dNWbF3MPc0oe9tYUCTyscAp5znwYsawGz5Tu0tMDq6Jp0RxBmeusUEoiNU6zLt4buk8ausaECsCPylvaYKEvH17hbS64rfoN2BQ9r1qxBeXk5AGDgwIG4+uqr0a5dO5w7dw779+9HYWEhTpw4gY8//hjTp093SIJJ3uxdrdhZnJ0mawpTQq2qsT787lAQlXNLkC2DlY0tiKefb/Q/t7PyuyMKlY7+jrQL8u6QR61h7mErvG7ue7H2oe1uBW1L85Sc7w/GGPputWchM9bKpT8QufRCHfz9fEwGHJYWWKX6jZm6rwkzvVXWVjvk3mesldERvw1jM3u5e2WkHCod7Aoe/vvf/0KhUOCFF17AxIkT27z+5ptv4v3330dWVpZXBw9CZO2OtcnWsvZH6aquLs4elC3nPs3O4C43X0u/E2ML4ul/Rv3P7azrYGrRJUsnNnCX70jutANQa+9tlh7fXQraluYpd8x7ptJb39hscMC7/vNLGPitcfNpjy39/hz5HduaZ0z9zsy1TJobQAwYr3gSynWNTS3iLGH2pNXU/vrHlsNvy67goaSkBH5+fnjwwQcNvj516lSsWbMGZ8+etec0bs9cTbM7cXRhX7t2xdmtA86aTcrTamGtYU1+kENtidxpVzQYe5g6M685+jfiCd+5rdfb2ANeP1gQvmdPuFbWsLRwJofxLPp5QHtqc2+998uFPQVp4fszVMFr7nsVynXNDeehrFK3qQDQLs8IrR/2tEzKbUyhXcGDj48PGhsb0dDQAD+/tofignKex5k3S3tuApaskMvs6HjW5AdbBil7G1dVNBhr1XD0b8TS71xuBWd7x3SYetAbCwptadWwZmyFHFq+ta+rsbwm7CPnhQvlUPPrap58P7b3vmvoN639ty0L3Qqtz9qtWs4uw1hzj7AreOjZsyeOHj2KpUuX4qWXXkJAwOU7bUNDA5YsWYLm5mb06NHDntN4JLlFke5Ou98kIM3KqdTKUCBnS6HQGx/QruLIbiWO6HZjb1oc3fXH3ge1sx/0ttRgWjMTjfAeU7OLAdbNWGNpOlibbxn9wryzA2/9POfsxS9NMTaWQZt2K6pUabW0JVf//mXt2kaOKk9a87uzK3i49dZbkZ+fjy+++ALZ2dno378/wsPDUVVVhd9++w3V1dVQKBS47bbb7DmNR+IN0jkcfU3dqT+yXBiqMfSkYNmbxjBZwppAxJ4WBlPvlaKPvdxaS+yhvXiYQH+gsHZ+1+9O4apZgTzpmmuzpDCsz1h+t3TQtqW0Wym1C8NyW6Vcn3b6pEqr9nn1Axjt62rv/UuK8qRdwcOECROQnZ2NQ4cOoaqqCnv27BFfE7osDRw4EBMmTLAvleQ1XLXKtaVBgTsO/JMjV45tcTZPGsPkavY+IOUUzHvSfcHUfc5cLaipfuOOYqgbh/7rgOOn0jXEmhncDOVVQxUpjppyWDiWIwdta+cNOcz+5Koygqk02EL/2un/5rQHYDdrNC7/fNbysefNAQEBWLduHR5++GEEBwdDo9GI/4WEhOCRRx7B2rVrdbozEZmi0bjmBsWgQDqV6nqnXXtr+nbXNzaz9cCFHNHvXvt3a8vxHly1U6cAoP832f67EINqM2MZbCEGMEaObek9xRH3HkufURoNxIG0wOW8pl9LbO66CIVKS/KptdfYXVpR9QMYKYIYZ5cZhN9PU4vGoZ/PWdOJW93yoFardRZ8CwoKwpw5czBr1iwUFhaipqYGYWFh6NmzJ3x93b+LAsmHnGodSZ6sab5lt0HX0J9BylEs/a711/DQr/G1h633JLmuhwM49nchdKGJCQ92WNcKS6+5sevryueI/toohpi7LtYMHLf2Gsu1FdXSbq5SjrswRI7dc50V9FgdPPz9739HSkoK7rjjDtxwww3w8WltvPD19cVVV13l8ASS/Lmq9oKtBZ5DqqZnW1ibVrnMbCMXUhdQjK3h4ahj23JPsvR9xhYm034dkO8YAKELjSvWAzA06NSa95N8WBoEya0CSK5jWZ1RRrM6eKivr8eOHTuwY8cOdOrUCbfeeivuuOMODBgwwGGJcicD53yBSxq7ho64PakLB8Y4qhZATvONewo53mCNsTatcn2AyI3cC77G6LcaWDJNtK3M9YVnIfgyoZuQtd+FufEUrmRrTbqcW7LItQyVe5xRRrN6zEN4eLg4rqGyshIbN27Efffdh/T0dLz//vtQKpUOS5w7uOTXXnYFBdZ8tnJUIe5yszEf1ESmWDOGwNFjX1xVgDK0ynjrNNFq3nedwJoxGMbu1cYCPiFwMDWewlmMLUxmLB3an0H/GW+uNUaOWE5xDldVXlldZf7jjz9i3759yMnJQW5urhgsFBUV4V//+hfeeustDBo0CHfeeSduueUWtG/f3uGJJtNY82kZW26scr0Ry5Hc+qN6I2fWihsiZYBtbXcUR/dPdlR/fmF8hvZ3pt0lx5ZV3d2ZuQHYllwH4wFfa02sFN0nra0N1h8/YWm3HrlWerGc4t6sDh58fHzwt7/9DX/729/w4osvoqCgADk5OcjJyUFBQQE0Gg3279+PX3/9FYsWLcJNN92EO+64A6mpqc5IP7kBudYw2HJjdeaNWM61RLZwVGEKcI+xEVIz1VwtxSq9cv3dC+RYeNEen6FdsLWl4Cjs66kc8f3J7fsnchd2d9ZPTExEYmIipk+fDqVSiezsbHz//ffYv38/Ghoa8N133yEnJwf5+fmOSC+5ITk+pG3h7Jp0OdcSScVUvvGkQMsRXPU7szQosGZVY1M1yJ4WVFtK7vdMb/1eiMjOdR70xcXFYeLEiXjllVfw7LPPonPnzgAuLxhH5M6kml+a2qpvbIaySs1gSwKGggJ7CpLmFhkzFFTLvVXDlfT7wqcu/1aSsR/eTq55kkEeOYPDpgkqKChAdnY2srOz8ccffwC4HDSEhYU56jREspxLmVyLQZy8OKIgaU0fcE9pzXQE/S5Njp4alSzjijxpy5SbDPLIGewKHoSB0zk5OeLAaSFg8PPzw4gRIzBmzBjcdNNNdieUSMCCA5F8sabTOXhdSa7TopPzyPV3b3Xw8P333yMnJwd5eXk4d+4cAN1uSQMHDsQdd9yBW2+9FR06dHBYQomIyDaunPnKkppOth5aT4rZpNx1wgLO9EaewtTvXnuNElezOnh47LHHoFAodAKGbt264Y477sAdd9yBbt26OTSBRERkH7m11EnZeijXmjx7GOrO4s2zEblruomsIa5RIkFLlE3dljQaDcLDw5Geno4xY8Zg0KBBjk4XERGRw5lbUMvdVrwG2J2FPIMtYzpIGlYHD2lpaRgzZgxGjBgBf39/Z6SJiIjIpTiwlEhaDILdh9XBw9tvv+2MdBARERERkRlSj0dy2FStRERE7ozdJojIHUg9rsehi8QRERG5K7HbBAfckgPJdQE5IlsxeCAiIiJyEq5NRJ6GwQMREREREVmEwQMREREREVmEwQMRERF5PU9cQJDIGRg8EBERkdfjWh9EluFUrTbQaI18ammsh6ax9WbTovD9a1uzzr8BQNFQjxYr97PlPUwD08A0OP7YckiDp1xjpoFpkFsa5Py7l0MaPOV7ZhpM79fSeAkCjZkR/gqNuT2ojfLyckRHR0udDCIiIiIihyorK0Pnzp2Nvs5uS0REREREZBG2PNigpaUFKpUKABAcHAyFQiFxioiIiIiIbKPRaFBXVwcAiIyMhI+P8fYFBg9ERERERGQRdlsiIiIiIiKLMHggIiIiIiKLMHggIiIiIiKLMHggIiIiIiKLMHggIiIip+G8LESehcGDG+ENmOzB/EO20mg0zD9klZaWFjQ1NaGhoYHTmRN5GD+pE0CmaTQa8cbLGzDZo7m5GX5+fjp5isgUIa80NjYiICBA6uSQm1Cr1Vi8eDFKSkpQWVmJ8ePH4+abb0anTp2kThq5iYKCAnz33Xc4deoUevfujQceeADt27eXOln0FwYPMqZWq/HGG2+guLgYNTU1mDx5MoYNG4Z27dpJnTRyE2q1Gu+99x6Ki4tRV1eHp556Cn379kVLS4vJBWCI1Go1XnvtNRQXF0OlUmHatGkYOXIk8w2ZVFtbi3vuuQddu3bF4MGDceDAASxevBjh4eFIT0+XOnnkBvbt24epU6diyJAhuHDhArKysnDs2DG8/vrrUieN/sJF4mSqtrYWd999N7p27Yq4uDgcOXIESqUSq1atwsCBA6VOHrkBIQ/Fx8cjKCgIp06dwsmTJ7F161ZcddVVUiePZKy2thZ33XUXevbsidjYWJw8eRL79+/HmjVrcN1110mdPJKp5uZmPPfcc2hoaMDKlSvF7ffeey86dOiADz74QMLUkTs4deoUHnnkEdx3332YOnUq1Go1cnJyMHv2bGzYsAFDhw6VOokEtjzIUlNTE5577jkkJibirbfeAgBcunQJd9xxBzZt2sTggcxqbGzEc889h759++L111+Hj48P/vjjD0ybNg1btmzB7NmzAYAtENRGU1MTXnzxRfTp0wf/+te/oFAoUFVVhcmTJ2PTpk1i8MDub6RPrVajpKQE999/PwCguroaYWFhuPHGG3Hx4kX8/PPP6NChAzp16oTIyEiJU0tydPDgQcTGxuLhhx8GAISEhGDgwIG48sorER4eDqVSibi4OIlTSSw1yFBlZSXKy8vxf//3fwCAixcvIjAwEMOGDUNCQgIKCgpQUVGB2tpaABwIS22VlpaiuLgYY8eOha+vLzQaDXr16oXevXujc+fOOHPmDMrLyxk4UBtVVVU4ffo0br/9digUCjQ0NKBDhw7o27cvevTogd9//x0nT55EXV2d1EklmWlpaUFJSQl++uknAEBYWBgAYMeOHdi+fTuefPJJPPDAA3jxxRfx559/SplUkqnz58/jjz/+wJkzZ8Rt9fX1KCkpwYwZMzB69GhMmDABeXl5EqaSWHKQocbGRpw9exa//vorAIhjHH755Rd8+umnePDBB5Geno4VK1aguLiYtX/URk1NDZRKJU6dOgUAYpDwxx9/YNOmTbjvvvswevRorFmzBufOnZMyqSQz9fX1UKlU+P333wFAHCj9888/4+uvv8bkyZNxxx13YPny5Th58qSEKSW5CQwMxMiRI5Gbm4upU6fi888/xy233IKoqCisXLkSu3btwpQpU5Cfn4+PP/4Y9fX1UieZZCY+Ph719fX48MMP8e2332L37t148MEHMWrUKDz11FP417/+hcLCQqxYsYIBqITYbUmGQkNDcfXVV2P79u2orKxEcnIyXnvtNXTu3BnTp09HQkIC3nvvPWzduhWRkZF4/PHHGUCQjiuuuAJxcXH44IMPUFlZicGDB+PVV19FZGQkpk+fjsDAQGzfvh1vvvkmIiIicPfdd7MLEwEAoqOj0bt3b2zZsgWVlZUYPnw43nrrLURGRuK5555DZGQktm/fjjfeeANRUVGYPn06uzB5qYaGBpw4cQItLS2IiopC586d8dhjj6FTp07YuXMnDhw4gEuXLmHBggXo2bMnfHx88Nhjj6GsrAzbt2/HU089haCgIKk/BklIrVajsbER/v7+CAkJQUpKCp544gls3boVv/zyC/z9/XHddddh/vz5YkXGxo0bMWbMGGRmZuLJJ5+U+BN4Jw6YloHGxkaUlJTAx8cH7du3R3h4OP7880+sWrUKBw4cQO/evXH06FGsW7cOXbt2FR/STz31FH777Td8++23CA4OlvhTkJSamppQVVUFhUKBwMBAhIaGoqysDDNmzIBKpUJ0dDQqKiqwfv16REdHi++ZOXMm8vPzsW3bNuYhL9XY2AilUgmFQoF27dqhc+fOqKurw7x581BYWIguXbrg2LFjWLt2Lbp27Sq+b9GiRfjmm2+QlZXFKTi9UG1tLTIyMnD+/Hnx3jN16lSMHj0aERERAFq7Ky1ZsgQ7d+6En58fGhoaEBAQgO3bt+Ptt9/WuR+R9zlw4ADeeecdnD59GhEREbjyyisxd+5ctGvXDiqVCr6+vnjqqacwbNgwPPXUUwBan1vNzc24//77MXToUMydO1fiT+Gd2PIgsdraWkybNg0qlQpVVVVo3749Zs6ciVGjRuG1115DU1MTNm/ejBMnTqBLly5iH+SAgAAMHjwYf/75J5qamqT+GCSh2tpaPPXUU6iqqsKZM2cwaNAg3H333bjllluwYcMGaDQarF+/Ht9++y3Cw8MBtI6T8fPzQ7du3XDq1CkEBgZK/ClICrW1tZgyZQpqa2tx5swZdOnSBePGjcP48ePxz3/+EwqFAl999RWOHj0q5p2mpib4+fkhPj4enTp14voPXqi+vh73338/rrjiCsyfPx9VVVXIysrC0qVLsW/fPkyaNAmDBg1CeHg4mpubkZubi1GjRul0gevcuTNCQkIk/iQklUOHDmHixIkYN24c0tLS8Mcff+Dbb7/FgQMH8NJLL2Hw4MEIDAxEc3MzamtrUV9fj6CgIPj5+aG+vh4tLS06lRnkWgweJHTx4kXce++9uOqqq/Dkk0/izJkzyM7OxsyZM8UHeM+ePREYGIiGhgb8/vvvSEpKEm/Ax48fR1xcHB/eXqyurg733HMPevbsiaeffhonTpzAzp07MWPGDDzxxBPIyMhAcHAwLl68iIsXL0KtViMoKEhsvbpw4QK6du2KpqYm+Pj4sOuJF7l48SLuu+8+9OzZE7Nnz8apU6ewa9cuLFq0CPn5+ZgyZQq6d+8OoLV7ysmTJzFgwAD4+bU+Nk6ePIkuXbqwq5sX+v7779GuXTssXLgQHTp0AABcd911SExMxKuvvoq6ujrMnDkTiYmJ8PX1xTvvvIOSkhIkJiYiJycH27Ztw6ZNmxAaGirtByGX02g0qK+vx/vvv49x48bhhRdeANB6j0lPT8eiRYswZ84czJs3DykpKRg8eDA+/vhj9OjRA0OHDkW7du2wYMEC+Pj4YPz48RJ/Gi+mIcls2rRJ88ADD2guXrwobrt48aLm7bff1vTu3Vsze/ZsTUlJiebUqVOafv36aR5++GFNZmam5siRI5olS5ZoBg4cqCkoKJDwE5DUPvjgA83YsWM1TU1N4rYTJ05oli5dqklMTNQsWbJE09LSojl69Kjm6quv1jzxxBOagwcPao4ePap57bXXNIMGDdIcO3ZMwk9AUvn888819957r879p7KyUrN+/XpNv379NDNmzNCUlpZqKisrNdddd53mvvvu02RmZmp++eUXzdKlS3n/8WKffPKJZvDgwZrKykqNRqPRuf9s3bpVc/XVV2umTp2qqaur0xw9elRz5513agYOHKgZOXKk5u6779YcPXpUqqSTDLS0tGjuvPNOzYoVK8S/BadPn9bcfffdmhtvvFHz66+/atRqtWbmzJma3r17a4YMGaK59dZbNffdd5+moaFBo9Ho5j1yHbY8SOjcuXMoKyvT6XYUFBSE6dOnIzg4GMuXL0e7du3w8ssv491338Xzzz+PF154AREREQgODsann36K3r17S/gJSGrnz59HU1MTGhsbxa5ICQkJeOyxxxAaGop33nkHISEhePLJJ/Hyyy/j9ddfx/jx49G5c2cEBgZi48aN6NWrl9QfgyRQW1uLc+fOoa6uThy02qlTJzz00EMIDQ3FvHnzEBQUhFdffRX/+te/MHv2bMyaNQudOnVCWFgY7z9eLCYmBoGBgdi/fz+Sk5Ph6+srTrhw5513oqGhAS+//DI2btyIyZMnY/Xq1aisrATQOiC/Y8eOEn8CkopGo4FarYZCoUB5eTmAy+sNKRQKxMfHY8WKFZg2bRoWLVqELVu2YMWKFbj55ptRW1uLsLAwpKSkwNfXV+xCSa7Hqy4BzV8zk4SFhaG+vh6nTp1Cv379xPUaFAoFHn30UVy8eBHvvPMOhg4diltvvRVbtmzB6dOnERAQgB49enCRHUJQUBCKi4vR0NCAoKAgcdaKDh06YPz48VCr1Vi5ciX69++Pe+65BzfeeCP27t2L6Oho9OzZk4MVvVhwcDDOnTuH8vJydOrUScw7AHDXXXehrq4OixYtQlJSEu6//3588803OHjwIMLCwtClSxdxUCx5nxEjRqBTp05Ys2YN+vfvj9jYWPj4+IiFwPvuuw/Hjh3DqlWrcMcddyA6OhpRUVFSJ5tkQKFQIDQ0FGPHjsX8+fORkpKC1NRUaDQasWzUvXt3zJ49GzNmzMC7776LadOm4ZZbbtE5TnNzMwMHCXG2JQmp1Wqkp6ejb9++eP/99wG0RuAKhUIcGP3ss88iPz8fW7ZsEfuWEgk32bNnz2L8+PFITEzEqlWrAECnNubkyZN4+eWXoVAo8M4776B9+/ZSJptkpKGhAffccw8CAwPx5ZdfAtDNOxcuXMCrr76KgwcPYt26dYiJiZEyuSQTzc3N8PX1xa+//orHH38cgwYNwvLly8UF4fRfX7lyJYYOHSpxqkluysrK8NJLL+GXX37B+++/j2uvvbZN+efxxx9H+/bt8eabb0qdXNLDkW4SaW5uRkhICJ599lns2bMHL774IgDoDD4MCAhAeno61Go1F/IiHcLA5s6dO2Ps2LE4fPgwFixYAADw8/MTu8L16NEDt9xyC3777TeuCEw6AgICMGnSJBQVFWHy5Mlit7fGxkYAQHh4OFJSUlBaWiquZk/k6+sLAOjfvz9mz56Nn376CbNmzUJpaSlaWlrE16OiotChQwexNYtIW3R0NB555BFceeWVePbZZ/Hjjz/Cx8dHbIEICAjAVVddJc6sRPLC4EEiwg12xIgRmDp1Kr766isxgNCe8SYhIQFhYWFgAxHpE26w48aNw4gRI5CTk4OFCxcCgE4hsHfv3oiNjZUyqSRTaWlpeOSRR3D48GFMnToVAHQKe8Jig7z/kL6AgADccsstmDdvHg4cOICnn34a//3vf1FXV4fm5mZs3boVCoUCcXFxUieVZEa4n1x//fWYOnUqYmJiMGXKFHz77bdiy0NLSwuOHDmCHj16cEY3GWKHMYl16NABY8eOhUajwapVq1BVVYWnn34aPXv2REBAAHbs2IGgoCD2L6Y2hBtshw4d8Nxzz0Gj0WDHjh0oLS3FP//5T7Rr1w4AkJubi8DAQC4CRzo0Gg1CQkLw0EMPAQA+/PBD3HfffViyZAmio6MRGhqKr7/+GgqFguOrvJQwDkajt4K4dve26667DitXrsTLL7+Ml19+GS0tLejVqxcKCgrw0UcfMe9QGwqFQsxDqamp6NGjB9588008++yz+OqrrxAeHo5z587h/PnzeO6556ROLhnAMQ8SEm7MwiIoeXl5WLFiBYDWoCIuLg6//vor1q5di759+0qcWpIj7Yd4U1MTVq1ahU2bNgEArrzySgQFBWHfvn3YsGED+vTpI2VSSSJCH3SBMKhVyDvC/7/++musXr0axcXF6Nq1Kzp37ozff/8dH3/8Me8/Xig7Oxt//PEHnnjiCezYsQPDhw9HWFiYmJ/Onj2Le++9F4sXL0ZqaioaGhqQl5eHU6dOISoqCsOGDUN8fLzUH4NkRLu4qVAo8M033+Cjjz7Cli1bcPHiRezduxf/+c9/oFAo0KVLFzz99NM69yiSDwYPTqZfYyP8LfwYzpw5g3vvvVccVFZbW4vNmzdDpVKhU6dOSEtLQ48ePaT7ACQ5/TwkEIJPpVKJcePG4c0330S/fv1QWlqKL7/8EufPn0fHjh1x5513IiEhQYKUk5x89913uPnmmwHo5p20tDS89957uPHGG9HY2IjNmzfj3LlzCA0NRWpqqrhQHHmPS//f3p2HVVWtDxz/noF5EoSDEzIr1tXUnLXMCbQwUXNO0RQcUcFZQwRNLYIUUHEqEwVnE4eLw7XMzOGaV80RHBJEJQUUDjOc8/uD5+wg9ZeNRz3r81cBh2ftx5e197vftd5VUsIXX3zBoUOHyMvLAyrjR5d43rlzh8GDB9O+fXvmz5+PVqutlqAKwm898B86dIg5c+YwZswYRowYIX391y87fv3/wvNBJA9/o6pBX1hYiJmZGTKZrFqnnGHDhtGmTRsWLFgAINb2CdVUjSG1Wk1BQQEqlUpKJjIyMvD396dDhw6EhYWJSVZ4ou3btzNnzhw2bdpE06ZNgcrY+eCDD2jbtq2IHeExZWVldO7cmUePHjFu3DhpT0xRURFBQUHUq1ePsLAwcSq98BjdfaugoIBPP/2U7Oxs6taty3vvvYeLiwvXrl2jV69ehIeHM2DAgGqf1SWowvNN1IH+JlW7TixatIjU1FRkMhlz5szBzc1NakPWvn17IiIinjgBP+2Ns2AYqsZQeHg4165d4/Lly4wdO5a+fftiZmbGqFGjaNmyJeHh4VKsVI0bEUMCgKurK+bm5vz3v/+ladOmlJSUEBgYSNOmTUXsCJKqlfGzZ89So0YNatSoQVJSEmZmZgwbNgwzMzNmzZqFm5ubiA/hMboqVEFBAT179sTCwgILCwuOHj3KsWPHmDRpEl26dGHjxo28/vrrj31eJA4vBlF5+BtUvelOmDCBy5cv06hRI86ePYuRkREfffQR7dq1Iy0tDQ8PDzEBC/+vSZMmcePGDUaOHEl+fj4qlQofHx8AUlNT8fT0FDEkSJ6WACxevJidO3eyY8cO6tatS1ZWVrUqlmDYnrY8JC8vD39/f3JychgxYgTDhg2rdiCcIOjoYkij0bBlyxZ++OEHIiMjKSoqIjMzk8DAQEpKSliwYAFvvfWWmHteYOIv/y+mO+QE4ObNmygUCnbu3MmSJUtYtWoVDg4OTJ8+ne+//14kDsJvOn78OKmpqSxfvhw/Pz+GDh0qJQ4ATk5OIoYESdX5p6SkBJlMJrXs9fHxoUaNGuzatYvy8nKROAiSqonDp59+yqhRo+jatSu7du3C2tqa+Ph47Ozs+OKLL0hMTESr1SKXy8nKytLzyIXniUKhoKioiCVLlnD8+HGaN28OVLb19fDwYOvWrZiYmBATE8Pdu3cBRBvoF5RIHv5iujcxMTExREdHU1ZWhqmpKUqlkkaNGhEREUGdOnWYMWMGx48fF4efCP+voqIi8vPzpQfAqtLT04mPj+fRo0d6GJnwPNLNPxEREUyZMkV6gQHQrFkzvLy82L17t9RLXdy4Bfjl3KGgoCCOHj3Ka6+9xjvvvIOJiQlQeaCXLoFYtWoVUVFRLFiwgI0bNz5xbhIM13fffceqVas4evQoxcXFQGV8lZaWUrNmTVasWMGNGzfYvn07gHiB8YISycPf4OHDh5w4cYILFy6Qk5ODsbExUPlH4uXlRUREBLVr1+bDDz/k6NGj4gYuPJVcLufhw4dkZGQAVEs27969y8qVK6XvCYZLN4dotVo0Gg0PHjyQNiUuXryYo0ePAjB9+nSKi4tZvnw5IG7cwi8OHDjAlStXiI+PJygoiODgYLp37y5939HRkdWrV6NSqdi8eTNbt26lR48e4gRpA/fr55du3bqxePFiNBoNa9eu5fjx40Bl9aGiooK6devi4eFBZmamPoYr/EVE8vAX+HX1oEaNGkRFRdGkSRPOnj0rdVLS8fLyYv78+ZiYmLB48WIpOxcMV0VFxRO//tZbb9G6dWtmzJhBWlpatTXGDg4OeHp6SsmpYJgqKiqkJKCsrAy5XE5MTAzbtm0jICCAo0ePEhwcTGhoKOnp6XTo0IEbN27w8OFD/Q5c0Btdkqn7b4CcnBzMzc2pWbPmY/e069evk5CQgL29PWvXrmXFihUcOHBAnB1j4MrLy5HJZFRUVJCfn092djYAfn5+zJs3j9LSUuLi4qQEQqFQYGpqilqtpkaNGnocufBniW5Lf1LVtaJZWVkYGRlhZGRE7dq1mTVrFhUVFezbtw9jY2OmT58ufa5hw4bExMRgZmYmnQQsGKaqMbR+/Xp++uknNBoN//rXv3jvvfeYMmUKISEhDBs2jKioKF599VVsbGykteviBFfDVTV2li9fzsWLF1Gr1TRr1ozJkycTFBSEt7c3Fy9eZOnSpdy6dYvc3FzS0tLw8/OjY8eOer4CQR8KCgowMjLCxMRESjyNjIy4evUq6enpeHh4VNsQnZaWRlRUFG+88QYuLi60aNFCn8MXngMVFRUolUrUajWzZ88mPT2dkpIS3NzcmD9/Pn5+fgAsXLiQadOmMWzYMExMTPjhhx+Qy+Xi5OgXnOi29CdUvXGHhYVx6dIl7t+/T4cOHQgICMDZ2Zk7d+6wcOFCzpw5Q69evZgxY4aeRy08T57UmevVV1/lwoULlJaW0qRJE+Li4vjf//5HXFwcp06dom7dujg4OHD9+nW++OIL8fbPQFWNnbFjx3Ljxg3atm3LtWvXuHjxIu7u7qxatQo7Ozug8s1ycnIyJ0+e5Ouvv2bv3r24u7vr8xKEf1BRURFr167l/PnzXLp0CSsrK95880169eqFl5cX9+/fZ+TIkZiZmREZGYmLi4t0jzty5AiffPIJCQkJUjwJhks39xQWFtKnTx9cXFzo0KEDmZmZfPPNNxQWFhIZGUmrVq3YvXs3oaGhAHTp0oU33niDnj17olAoxMnRLzDxr/Yn6BIH3Y175syZnDp1ih07dpCZmcncuXNxdXVl9uzZLFy4kL1791JUVMS8efP0O3DhuaF7+IuLiyMzM5PExEQcHR0BiIyMZO3atezevZtevXqxZMkS9u7dy61bt1CpVCxcuFCc/mvAdLETHR3NTz/9REJCAiqVirKyMpKTk/nss88ICAhgy5YtKBQK7Ozs8Pf3Z/jw4WRnZ1OzZk09X4HwT1Gr1QwaNIhatWrh5ORE+/btuXLlCtu2beM///kPI0aMYMiQIQwfPpyYmBhmzpzJRx99JCWXZ86cwcLCQjzoCQBSs4UlS5bg7OxMTEyMtHzW1taW6Oho1Go1AD179qSiooLFixeTl5dHnTp1pHau4mDKF5eYCX6HJ/VP//LLL7l58yZbtmzBxsaGjIwMioqKuHLlCuHh4YSHh+Ps7MycOXOYM2cOx44dEzdu4TE//vgjTZs2leIiOzub5ORkhg0bxrvvvotGo8HGxobBgwfreaSCvpSUlKDVajE1NZW+ptVquXz5Mm+99ZaUOBgZGeHr64uRkRHz5s1j3rx5zJ8/v9rvEvOP4SgsLGTAgAF4enoyf/58LCwspOVI48aNY+LEiaxYsQIjIyP69+9PSUkJGzdupG/fvjRv3hyZTMaPP/7I+vXrsba21vPVCM8LmUzGtWvXsLGxkTbNHzp0iJUrVxIREUHnzp25ceMGbm5u+Pn5UVFRwSeffMKyZcsoKyujffv2er4C4c8QG6afUVFREStWrODq1avAL2/9rly5grOzMzY2NqxevZply5axcuVKhgwZwokTJwgPDyc1NZWSkhKioqLYsGGDuHEL1ajVaq5evUpxcTFKpZKMjAx69+5Np06dmD17Ng8ePGDq1KmcOnVK+oxYbWhYNBoNY8eOZfDgwRQUFACVMVBQUMCVK1ekdplKpRKNRoOJiQndu3fH29ubCxcukJeXB4juSoZGq9USFxdH/fr1WbhwIVZWVlLioNFocHJyYu3atahUKlasWMH169cZMmQIc+fOZfjw4VhYWODl5UVSUhJeXl56vhpBH9LT09m7dy9xcXEcO3aMoqIiAEpLS3n06BH5+fnIZDL279/PtGnTmDZtGv379+fWrVsEBARw+PBhAPr27cusWbM4efIkCQkJolHMC05UHp5Bfn4+ffr0ISMjg9u3bxMQEICrqytQue/B19eXkydPsnnzZj766CPatm1L27Zt+f7777l69SrvvvsuAMeOHZOWpAiGpbS0lMuXL3Pq1ClKS0sxMTHBx8cHe3t7LC0tpQOZ2rZty5IlS3jrrbeYO3cuUHmK9NmzZ6vtlxEPgYZFLpczcuRI5syZw8SJE4mJicHCwgJLS0t8fHzYuXMnXbp0oW3btkBlFxRjY2MaNmzI2bNn9Tt4QW9kMhkXLlygVatW1SpWUBlTFRUV2NnZERsby7vvvsuGDRsICwujTZs2tGnTRk+jFp4Xp0+fZubMmSgUCu7cuUOrVq145ZVXMDMzw9jYmIEDBxIaGsqHH34oJQ8DBw4E4Oeff8bCwoJGjRpJKzX8/PxQKpW8+uqrj8Wj8GIRycNvKC0tpUePHrRp04Z+/foRHR2NRqMhICAAd3d3PvnkEwBWrFiBlZUVTZs2lbpU2NjYMGjQIGxsbGjXrp2oOBgotVrNtGnTePDgAffv38fMzIw7d+7w5Zdf0qtXLwIDA+nTpw/Hjh1j9uzZtG/fnoiICOnz3333HY6OjqIrl4Fr164dkZGRhISEEBQURGxsLBYWFnTu3JkTJ06wePFiZs+eTevWraW16Wlpabi6uop2vgZIq9WSlZXFjz/+yAcffIBcLq+29BYq9+3peu/369ePw4cPk5+fj7m5uViPbuDOnDnDyJEjCQgIwNfXFxcXF7Kzs7G1tZV+5s033+Sdd95h586ddO/eXVpWW1xczKpVq3BwcMDR0RGZTCY9F/n6+urrkoS/kEgefkNFRQVz587F29sbqOyjHhsbCyAlEFB5k87KyqrWNtPBwYFevXrh5OT0zw9ceC6o1Wr8/Pxo1KgR06dPp2XLlpSWlpKbm8u8efPYsmUL2dnZhIeHM2XKFKKiokhNTWXr1q1YWlryww8/sH37dhITE8V6YwNUtV2mTCajZcuWREdHExISwvjx44mPj6ddu3Z88MEHrFmzhilTpjB+/HhsbW05d+4c//73v9m0aZN4y2eAZDIZFhYWWFlZcf78ed56663Hkgf4pfFHkyZN2LVrV7UugoJhun37NmFhYYwfP57AwEDp3I+qL0CLi4txdHRk8uTJAOzdu5eysjLp5Vhubi47d+5ELpdXm8eEl4No1foHLF++nJiYGHr37s2oUaNwd3fnyJEjTJgwgU6dOjFo0CCOHj3K/v37SUpKQqVS6XvIgh6o1Wp8fX1p2rQpUVFR0g256s05IiKC5ORkhg8fzoQJEzhy5AjJycmkpKTg5OREzZo1CQ0NFeuNDUxpaSnGxsZPvOlqNBpOnz5NSEgI7u7urF69GmNjYw4fPizFTr169bCzsyMiIkLEjoELDAwkMzOTXbt2oVQqn5ocrFq1ioMHD7J161Y9jFJ4HuiSy5SUFBITE4mKisLe3l460yEnJ4dvv/2WPXv2kJmZSd26dZk/fz61a9dm69at7Ny5Ezs7O+rXr09ISAhKpVK0Y31JieThd6h6I9clEH5+fowfPx4HBwcSExOJj49HoVBgZmbGsmXLRA9+A1VYWMjbb7+Ni4sL69atA6rHT9Ub+OjRo7l48SLbtm2jVq1aaLVa7t69i7m5OUqlEktLS31dhqAHutixtrbG3d2drl274uTkRJMmTarFzalTpwgJCcHV1ZU1a9ZgYmKCVqvl9u3bmJmZYWJigpWVlZ6vRtAX3Xxz/Phxxo0bx5tvvsnSpUul78lkMqkKodFoCA0NxdzcnJkzZyKXy8W+KgMWFxdHUlISe/bswdbWFq1WK3WQvHDhAiqVCnt7e9LT01EoFOzYsQNHR0fppYeOqGK9vEQ6+DtULb+NGzcOgJiYGCwtLZk+fTrvv/8+PXr0ID09HTc3NxwcHPQ8YkFfLl26xL1792jUqBFXrlzBy8ur2ppj3VpjhUJBWFgYvr6+7Nixg3HjxqHVaqlTp46+L0HQE13s3Lt3T6oeANSuXRt3d3fefvtt6tSpQ6tWrYiNjWXGjBmMGzeOpUuXYmlpKZZJCgDSi4rGjRszbNgw1q9fz8SJE4mOjn7sTXBsbCxHjhwhISFBPOwJODg4kJ+fT3x8PG5ubly8eJHdu3djZWXF0KFDmTRpElqtlhMnTjBz5ky+/fZb+vXr91iVVMTSy0tUHv6Aqm+QY2JiWLlyJYmJibz22mt6HpnwPDl06BAhISG0bt2a4OBgXnnlFaD6eSEajYbi4mL69etHhw4dmDVrlj6HLDwnjhw5wsSJExk4cCB+fn5otVqSk5NJTU3l8uXLFBcX07hxY2rVqkXt2rVZuXIlnTp1IjIyUlSqDNCT9jJU/fqDBw9ISEhg3bp11KtXj549e9KiRQuuXLlCamoqBw4c4PPPP5fmKEEIDg7mwIEDVFRUANC/f398fX1p1aqV9DNqtZqOHTsyefJkhg4dqq+hCnogkocqnjYBP4nurXFpaSndunXjvffeIygo6G8eofCiOXjwICEhIbRp0+apCQTAu+++S4sWLaT2rIKQkpLClClTeO+995gzZ460HODatWtkZWVx+PBhLl68SFZWFnfv3gUqkw7RDtpw/XqZyK/Xmx8/fpw1a9Zw4cIF1Go1Li4uNGnSRNq7JwhVY+jw4cMolUqsrKxo1qzZYz9z4cIF5s+fz9SpU2nZsqW+hizogVi2xC9/CE9LHJ62Vh0qO1ro2pEJwq9169ZN6o7z2WefSQlE1dZ1N2/eRKlU0q5dO30PV3iOdO/eHYCpU6ei1WqZPHkydnZ2eHh44OHhIZ3QmpaWxr1796hXr56YhwxIYWEhW7Zs4f79+9jY2ODr61ttuaPutPHbt2/j7+9PVFSUdAZRVlYWBQUF1K9fH41GI1r5CpKqS2o7d+5c7Xu6e5buxaluqeTrr7+up9EK+mLwyYNarSYsLIyAgIAndiXR/RHl5OSg0Wiwt7dn//79pKWlUb9+fa5fv86tW7do3bq1HkYvvAielkDoEtJt27ZRVlZG48aN9TxS4XnTvXt3ZDIZU6ZMQSaTERwcTI0aNYBf3ip7enri6emp34EK/yi1Wk3fvn1RqVTk5eVRVFTEihUrCA4OxsfHB0dHR4yMjMjIyGD48OG0b9+e1157TXr403UAlMlk4rR6A1S18v2kFRdVTyGvutezoqKCwsJCbt++TXR0NHfv3hXtWA2UQScParWa7t2706JFiycmDrqbc2ZmJsOHD2fUqFEMGDCAb775hp07d1KrVi1UKhXr16/H2dlZD1cgPA90k++TJmHdhNqtWzciIyOZNm1atQQiLi6ODRs2sGnTJvHW2IA9rSWrXC7Hx8eHiooKpk+fDkBISAg2Njai/aGBKi8vJyQkBE9PT6Kjo5HJZGRkZPD555+zcOFCbt26xfDhw3FycmLYsGG0bt2a8PDwat2Vqs5ToquS4SkrK8PY2FiqTj1tyfatW7dwdXVFLpezceNGYmJisLGxwcbGBmtra3bu3ImRkZFox2qADPZfW9eDv0WLFixZsgR4PANXKpVkZGQwZMgQOnXqRL9+/QBYtGgRAQEBmJubY2pqKr0JFAxLeXk5ZWVlZGdnU69evccm36pVq4qKCrp3745CoSAkJIQVK1ZgbW1NcnIySUlJoqWvgamoqKCsrIzCwkLs7Oykt3q/PgtEFztvv/02crmcqVOnolAoCAoKqnbSq2A4srOzyczMJCQkRFpu5ObmxoIFC1CpVCxfvhytVsv48eNZsWIFDRs2FAmCILl06RIJCQncvn0bU1NTpkyZgpeXl9S+FyoTyv379zNp0iR27NiBl5cX7u7u+Pj44ODggJeXF507d0ahUIjEwUAZ5L+47tTfpk2bSonD0/4AYmNjadOmDfPmzau2Tt3Nze0fHrXwPFGr1cyYMYPr16/j4OBAWFgYHh4e0verVq38/f0ZNWoUAwcOpFu3bnz22WdMmDABgJ07d4rEwcCo1WrCw8NJT0+noKCATp06MWXKFBQKBVqtVjqQ6dex0717d+RyORMnTsTY2Jjp06eLZQIGSq1Wc/v27ce+PnHiRKDyHKL69eszfPjwag+FgmE7c+YMo0ePxsfHhxo1apCWlsbQoUNJTEzE09NTeoG6b98+5s+fT1hYmNTko02bNrRp06ba79PNVYLhMbhuS+Xl5bz77rsUFRVx8OBBlEpltdLdd999x/379zEyMqJHjx7k5uaK8xqEagoLC+nTpw8NGjSgdevWqFQq2rRp89iBXFWrVmFhYdUe9L777jvq1KkjklADU1BQQO/evXFzc6N58+ZcvXqVvXv3MmnSJMaOHSv93P8XO//5z39wcXER3XEMVGlpKUOGDEGhULB69WqsrKweO/Rt7ty57N69m927d1OvXj09j1h4HmRnZzN27FjefPNN6eXVuXPnmDZtGu7u7sTGxiKTycjPz6dr165MmjSpWvvV39ONUnj5GVzKqFQq8fHxYc2aNSQlJdGnTx8sLCzQaDSMGDGC+/fvc+fOHYqLi9m5cycLFy4EnrwmWTBMKSkpODg48Mknn2BqagpUTsx37tyhqKhIeqhbvnx5tapVVR06dPjHxy3oV0VFBQsWLOCVV14hKioKhULBw4cPyc/P58cff6z2s7+ueFbVpUuXf3LYgp6Vl5eTl5cHgImJCRYWFsyYMYNRo0bxySefMH/+fGnDKlQuOfnggw84efIkX331FRMmTBAPfgLZ2dk8ePCAtm3bSl977bXXaNmyJf/73/+krls1atQgJSUFe3v7ap8X8SNUZVDJg24CnTRpEjKZjIULFyKXy+nbty9Tp07F2NiYxYsXY2ZmxsWLF1mwYAGffvopn376qUgcBMnNmzcpKCiQEodDhw6xfPlyMjMzAWjXrh2TJ08mODgYBwcHMekKQOX8c/PmTWmtcFlZGTVq1KB169Zcv36dY8eOUVJSQufOnZk+ffpjN2/B8KjVaiZNmsTDhw+5ffs2zZo1Y9CgQXTs2JHAwEBiYmIwMTHhww8/lE6wB3BxccHa2pqff/4ZEA9+QmXF/M6dO+Tm5gK/tPJt0aIFx44dIy8vDzs7O2QymZh7hN9kEMlDWVkZubm5PHz4kAYNGgCVa0M1Gg0LFizgypUrWFlZMWfOHGrXrg2As7Mzqamp7Nq1i4yMDJycnPR5CcJzxN3dnSNHjpCVlUVmZiYRERH07duXOnXqkJmZycaNG8nOziYuLq7aPhnBcGm1Wh4+fEhmZib37t2jpKQEExMTtFotW7Zsoby8nG+++YaCggKaNm3KggULAFHxNGSFhYX07dsXV1dXJkyYQFpaGl9//TWjR49m5syZvP3226jVaj7//HNKS0uZMWMGFhYW0ufr1KlDrVq1ALHkRABXV1c8PT2lxMDIyAiojLOysjJMTEzEXCM8s5c+eVCr1YwZM4YHDx7w008/0bx5c7p3787gwYOZPHkySqWSuLg4fHx8sLOzAyonWmNjY+zt7bGwsBDdlIRqnJycyMjI4NChQ1hZWdG/f3/GjRuHXC6ntLSUJk2aMGXKFCIjI6UlBYJh073N69+/P8uWLSMnJwdPT0/27t2LSqUiPDwcIyMjrl69SmhoKJGRkcTExIjYMWAbN27Ezs6O5cuXI5fL6dSpE126dCEpKYnFixdTUFBAv379sLCwYNWqVdy8eZPevXtTr149jh49yrFjx5g0aRIgKg+GKCcnh4cPH2JsbIy5uTl2dnZs3boVU1PTaslkWVlZtYNvdVJSUmjVqpX0XCQIVb3UyUNxcTGDBg3C09OTsWPHYmxszLJly0hISODs2bN8/PHHTJgwAUdHRzp06ICJiQnwy1uamzdv4ubmJm7gBkxXtXr06JF0ENfrr7/OsGHDWLRoEa6urvj6+koxYmxsTIcOHejXrx9Hjhzh559/lg5kEgzLk2InKCgIExMTDh8+jLGxMUVFRURERODq6gpA7dq1CQwMJDo6mosXL/Lqq6/q8xIEPdK16dU93CmVStzd3Rk3bhyWlpbExsZibm7O+PHjad68OYsWLeKzzz6T1q2vX79eNGQwUD/88ANz586lvLyc+/fv06BBA0aOHEm3bt2AymRS1xGwsLAQe3t7zM3Npc8PHTqUwsJCvL299XUJwnPupU4evvnmG8rKypg1a5bUMWnJkiXEx8ezbt06ysvLiY6Ols5vyMzMRC6Xk5OTw4EDB9i7dy9JSUnVSsGC4fh11er111/H29ubIUOGEBQURFZWFl999RXp6ek8evQIGxsboDKBqFOnDkC1CVkwHE+qePbo0YNBgwYRGBgobWj973//K3Xp0mq1KJVKVCoVDg4O1KxZU89XIeiTqakpd+7ckZaU6Nao29nZ4e/vT1FRER9//DEuLi506tSJ7du3c+/ePQCsra2l+UgwLJcuXSIgIIChQ4fi4+PDxYsX2bdvH0FBQUycOJERI0ZgZmYmtVjVaDTSuTJarZbRo0fz4MEDkpOTpX00onIl/NpL/Uo9PT2d3NxcaRLVbVCcOnUqbm5uHD58mBkzZlBeXo5Wq+Wrr76ia9euBAcH880335CYmEjDhg31fBWCPuiqViqVitDQUBISEjAyMmLDhg3MmDEDmUzG5MmT8fb25quvviIxMbFa3/WMjAzq1q0rqlYG6EmxY2xszPr165k6dSplZWUolUpKS0u5f/8+aWlpwC9LS86fP49KpcLMzEyflyHoWZ8+fdBoNNLJ4rqTfAFsbW0ZOHAgLVu2JCEhgfz8fIyMjHBycsLJyUkkDgZIt1l+27ZtdOzYkeDgYF555RX69etHWFgYI0aMIDY2luXLl1NSUiJ9ztTUlPz8fNRqNWPHjuXWrVskJydL8SYSB+FJXurKg6enJ48ePeLgwYO88847GBkZUVhYiLm5OQ0aNKBt27akpqayd+9eevXqRd++fXFzc6NOnTrUrVtXdBwwYL9VtdJqtURGRhIREUHNmjVZunQpBw4cwN7eHhMTE06cOMGGDRtE5cEA/VbsaDQaoqKieOONN2jatCnjxo1j9uzZmJubc/78ebZs2UJSUpJ4ADQgRUVFpKSkcO/ePTw9PfHw8MDFxYVhw4axdu1a5s+fT2hoKEqlUlpu4urqire3N0uXLqW4uPixc2YEw6J7yL9//77UtldXrXJxcSEwMBBTU1Pi4+OxtrYmICAAqOzMVVZWxoABAygvL2fPnj1S4iAOgBOe5qWODBcXF5o0aUJUVBRGRkZ4e3tjbm7O3bt3+emnnxgwYAB37txh37599OrVi1q1atGjRw99D1t4Dvx/Vatvv/2W/fv3o1QqWbRoEWFhYbRv357vv/+ezMxMnJycCA4OFod4Gajfip3Dhw8ze/ZsPv74Y2bOnMmqVasIDQ2lTp062Nvbk5SUhJeXl56vQvinqNVq+vXrh7GxMRqNhuvXr9OgQQPef/99xowZQ3p6Onv27EEmk/Hhhx9WO9i0UaNGODo6Sg+LgmBvb8+RI0coLS3F2NhYSgJsbW0ZOnQo+fn5REVF0bBhQ958801atWpFXl4eNjY2InEQntlLEx2FhYUkJSWRm5uLsbExAwcOxNXVleDgYCIjI5k+fTp79uzB1taW3bt306tXL9q2bYutrS0jRozg1q1bODk5iWUmAvBsVasrV66we/du/Pz86Nq1K126dBGtWYVnip3Lly+zb98+fH19iYmJITU1FSsrK8zNzUXFwYCUlZUxduxYvLy8CA8Px9ramlOnTrFq1SrmzZtHTk4OCxYsQKvVkpycTFZWFpGRkRgbGwOVp42bmpqKfXmCZODAgezbt4+pU6cSExNTrVplZ2fHgAEDOHfuHLt27aJNmzZYW1uzZs0amjdvjkKhEImD8ExeighRq9X07t0bBwcHiouLyc7OJjExkcDAQN5//30WL17M3r17OXjwIDVq1GDEiBEEBQUBkJubi0qlwtbWVjzwCZJnrVqlpKTg5+cH/FI2FnFk2J41dnbv3o2vry+AdP6MYFhycnLIzc1lzJgxWFtbA9CqVSvs7e1Zt24d0dHRaLVaFi5cyLJly9iwYQPe3t54enpiYmLCqVOnSEhIwNLSUs9XIujDlStX+Prrr0lPT6d58+Y0btwYLy8vBg8ezMaNG1mwYMFj1SpPT0/at2/Ptm3bpOpEy5YtAaioqBCJg/BMXvgoqaioYMaMGbi4uLB69WqKi4uRy+VMnz6d2NhYMjMzGT9+PMHBwYwePRozM7NqG4BOnz6NhYWF2BRkwP6KqlX9+vVFDBkgETvCH6XVasnNzeXatWvSv7/ura+bmxuBgYEAxMbGYmdnx4QJE+jZsyebN2/m0aNH2NraSs0/BMNz+vRpRo8ezWuvvUZZWRn79u2jbt26+Pv7M3HiRO7du8fu3bvRarWEhoZWW47k4eGBs7PzYy+6nnTegyA8yQufPOTn53P37l369+8PgFKpRKlUsmTJEoKCgti8eTMymYzAwEBUKhXFxcWkpKSQkpJCeXk5586dY/369WKzmYH6q6pW4uHP8IjYEf4MmUyGl5cXzZo1Y8WKFTRo0AB7e3tp2WO9evUYMWIEWVlZbNiwgebNm+Pu7i51XxIMV1ZWFrNnz2bMmDGMHDkSuVzO6dOnWbt2LeHh4Tx8+JCPPvqI0NBQkpOTyczM5OOPP0apVCKXy9m5cyc1a9YUDT2EP+yFTx40Gg13797l5s2bAFILRGNjY7y9vTlz5gxnz57l0KFDDB48GJlMhoWFBWq1mldeeYVZs2aJja0GSlSthD9KxI7wRxQWFrJ69WoyMzMBCAwMpFOnTqxfv56NGzcycuRILC0tpQTC1dWVDz74gJEjR3L16tVq9yrRf99w5ebmAtCxY0epRWuLFi2oWbMmKpWKzz77DJlMxkcffYSLiwtffvkl3bt3R6VSYWRkRElJCTt27ABEHAl/zAudPGg0GszMzGjSpAmHDh2iXbt2dOzYUdpMplAo6N+/P/fu3WPNmjW89957mJiY0K1bN7p27Qog/mgMmKhaCX+UiB3h91Kr1QwcOBB7e3sqKiq4desW586dY+nSpaSmpvL5559jaWnJgAEDsLS0lJaYtG7dmgYNGnDu3Dnefvtt6feJe5dhqfqQn5ubS3p6OhqNptomZ1dXVwICAtBqtcTFxaFSqQgICMDPz4+vvvqK8vJyrK2tGTBgQLWN1ILwe71wOzuLi4s5ceIEULkx1czMjNGjR5Odnc3SpUvZtm0bjx494vz584SGhuLs7MyiRYtQKBRs3boV+OWPUEy+hu1pVSsAb29vbGxspKoVUK1q5ebmxqZNm2jUqJHexi/oj4gd4fcoLy9n2rRpuLi4sHbtWlavXs3atWvRarXExMTw6aef0qxZM+Li4vjiiy/IyclBqVRKLVjNzc1xcnLS81UI+qQ7IBCgdevWNGrUiOjo6MdipV69evj7+/P666+TmJjInTt3cHBwICAggLFjxzJkyBCUSqXYHC38KS9U8lBaWsrgwYOZPXs2+/fvl77evHlzVq9eTVFREREREXTv3p3+/fvTs2dP/Pz80Gq11KxZk/z8fEC8sREer1odOXIE4LGqlaenJ2vWrKG0tFSqWiUkJIjlbgZMxI7we+Xk5HDv3j169+6NQqHA1NQUDw8PfH19OXfuHKWlpaxbt442bdqQlJTEtGnTOH/+PBcvXiQ2Npa0tDTeeOMNfV+GoCeXLl0iNDSUIUOGMGbMGC5fvkynTp348ccfSUxMRK1WI5fLpQTC3d2dgIAAzp8/z08//fTE3yk2Rwt/xguVPOTm5nLnzh1KSkqIj4/n4MGD0vdatmzJmjVrWLZsGdOmTWPt2rXMmzcPqEwW7O3tsbOzA345xl0wLKJqJfxRInaEP6OiooKbN2+SkZEh/b9MJqNFixYUFhZKD3grVqxg2LBh5Ofn079/f6ZOncq///1vvvjiC5ydnfV4BYK+nDlzhhEjRiCTyXBwcODGjRtMmTIFX19f2rZty+rVq9m8ebOUQOgqFG3btqVevXpPTR4E4c94oWpWaWlpODg4MHnyZCIiIli2bBkA3bp1A6Bu3brUrVsXqDx85/LlyyiVSpKTkzl9+rTUpULcvA2Prmr18OFDZsyYgY+PD/BL1Wru3LlEREQQFRVFbm4uAwcOFFUrARCxI/x5pqam2NvbY2trC/zy1resrIyysrJqh7yNGTOGUaNGkZaWhrm5OVZWVtKLL8Gw6A4JfP/99wkKCkKj0XDt2jUCAgJYvXo10dHR+Pv7ExcXR15eHkOHDsXe3h6o3GNjZmaGg4ODnq9CeBm9UMmDQqHAyMiILl26oFQqmTt37mMJRHl5OXK5nNTUVGbOnMnDhw8xMzPj888/p379+vocvqBHuqqVQqEgPj4euVwuxYyuanXjxg3u37+Po6Mj7du3B55ctRIPgYZFxI7wZ9na2rJ161YpeahahTI1NZV+Ttdl6fTp07i5uaFSqfQ1ZOE58ODBA/Ly8ujYsSNQWfX08PCgY8eOnDx5EoAvv/ySoKAgtm/fzqlTpwgMDESj0bB161aUSiWdO3fW5yUIL6kXKnlo2LAhY8aMASpblC1atIhZs2ZVSyB0G4CcnZ2ZOXMmJiYmODs7i+zbwImqlfBHidgR/gq6xAF+SR7y8vKwtLSUTpeWy+VERUWxd+9eNm3apK+hCs+J8vJybt++ze3bt2nSpInUHalFixYcOnSIrKwsHB0diY2N5csvv+Tw4cOMHz8eT09PVCoVW7ZsQaFQUFFRIfY4CH+pFyp5sLOzo1OnTkDlG5p27dpVSyC0Wi3e3t4AfPfdd7i4uODl5aXPIQvPCVG1Ev4oETvCX013sm9paSlFRUXSRteYmBjWr19PQkKCqDoI1KxZEw8PD+nlhO7laEFBARUVFVLSCeDv74+/vz/37t3D1NQUGxsbZDKZaMcq/C1k2hd093DVJQDHjh1j9uzZ2NraMmXKFM6dO0dcXBwHDhwQN24BqFw7evr0aSm5/P7775k1axa2traMHz9eegiEyrWi586dE1UrARCxI/x99u3bR3h4OMePHyc+Pp74+HgSExP517/+pe+hCc+JwsLCx06C3rBhAytXriQlJQVzc3PpWWjXrl20a9dOmnd0y+AE4a/2wiYPOrok4tixY4SFhZGVlYWxsTHr1q2jcePG+h6e8BwpKyvDyMhImlCrPgSOGzdOejhMSUkRVSuhGhE7wt/hypUrjBkzBnd3d06ePMmmTZtE4iA8lW7+Wb16Nfv27WPbtm3SciR/f39KSkpITEwUCYPwt3vhI0yr1aLVamnfvj2NGzfGzMyMTZs2icRBeIyRkRHwy9rzdu3asXDhQnJzc1m+fDlHjx4lLi6OyZMnP/amRzBsInaEv4NKpSI7O5tjx46xbds2kTgI/6+qy91KSkpQKBRotVoCAwPJysoiISEBuVwu2tELf7sXvvKgs3TpUlatWsW2bdvEya3CMxFVK+GPErEj/FW+//57HB0dxcGBwjNbs2YNSUlJHDhwgPHjx3Pz5k327NmDkZGR2OMg/CNeigh78OABBw4cYPPmzSJxEJ6ZLm/WVa3y8vLYuHEjnp6eeh6Z8LwTsSP8Vdq1a6fvIQgvmEaNGlFaWoqvry/l5eXs27dPJA7CP+qliDJ7e3u2b99erV+2IPwWXQl46dKlHDhwgG3btomHP+GZiNgRBEFf3NzcuH//PjVq1GD37t0olUqROAj/qJcm0kTiIPwRomol/FEidgRB0IfatWuTmJhIkyZNROIg6MVLs+dBEP6o4uJikXwKf4iIHUEQ9EkkDoI+iORBEARBEARBEIRn8sK3ahUEQRAEQRAE4Z8hkgdBEARBEARBEJ6JSB4EQRAEQRAEQXgmInkQBEEQBEEQBOGZiORBEARBEARBEIRnIpIHQRAEQRAEQRCeiUgeBEEQBEEQBEF4JiJ5EARBEARBEAThmYjkQRAEQRAEQRCEZ/J/W7XY2BSzzVEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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lYk/G3dw9SgQgCgUFBSpDSmdkpKtNFxcbjbOnTyg/t+/YBR98OBUuNWpCKpXi68WhOHH0cLnHUhHFb/otLCzw829ndB4AlqZJsxao7emFhPg4REbcx8OEeFy9/GyI125sdSAi0opZtTzI5XKkp6cr+zgU5+3tjS1btiAhIQH9+vVDSEgIGjRogHXr1sHCwqyqicjgRoRMUP7d/bJ/N/Ly8nSav1QqRYdXnt3MHz18sEQ/iOL+PHcKWzatxZj338LMTyYgLfVJmfnbVK+O5i1aKT+f/ON3xERHlpr+ryv/h1s3byg/d+r87IGFpaVqn4/UJykqn2NjotTmGfHgnsrnUWMnwrWWm7LV9fHDhDKPQRueXs9m4JbL5Uh8/LjS9vU8iUSCV19/9oDo0sVz+OtKUX8LCwsLBHV/XW9lISKqiszqrtjCwgJ37tzB5MmT1a5v3Lgxtm3bhr///hv/93//h7CwMLi4iB+ekYh0w79OPXTtHgygaE6Gv66UPjlYRQ16exisrIrmdkhJScKyr+arvLaoEBMdiRVff6n8nJOTXWqrQHH933zWV6MgPx+hs6YgRs3rSzf//RthC2YrP1evbot+bwxWfq7p6qqS/v8unFX5/NOPO8stCwCVY7tz+1+VYKV452axik+Sl/40TWXdS42aopqNjfLz74d/UVl/9fIFfDFnGlYsXYgDP+3ReN/lefX1Psog6cL507j1b9GxNm3eEq613MralIiIymF2ry0RkWkYOmIsTp88hry8XMjlcp3n7+3jhwkfT8P//gsMzp46jsgH9/BacF/4+PghOycLt2/+g99+/Rl5ebkAAEdHJ0z9NFRU/i1atUX313rh2O+/AgAePUzAh2OH4uWWbeHnXwdyuRz37t7C39euKGe6BoCxEyar3OC6v1Ab3t7eiI0t6oT83fpVKCgogLePH86dPoFrVy/Bzs5e2eFakVdAnfoq5fl21TL0HTAIcbHR2L1jK+oHvojbt/4BAFz76zLOnjqOOvUawMJC3ExBLsUCqOioCGzbsgG+fgGoW68BPGp7onffN/Hj7u0AgN07tiAnJxtNmrVAUuJj/BC+SRlwfDTlM1H700SNGjXRqk0HXDh/WmWCvO6v9SpjKyIiEoPBAxEZpVpu7ug74C3s3RVefuIKei24L6rb2uGb5YuRmZGO+LgYbN6wSm1aX/86mDF7Aby8S85EX5qPpn6G3Lxc5WzTBQUF+L8LZ0u0HgBFr1KNGT8ZrxXr8KswZcoUZYtpdnYW1q0umsvAwsIC02bOQ/j365XBg2IoVi9vH3ToFIRzZ/4AAFy7+n/KSdJ8/QIw98ulGDN8EDIy0pGZkY6FX3yGMeMnoV2HzqKOrdnLrWBpaYmCgqI5OH7YuhEAMHveEnjU9sSwER8gKjICVy79CUEQ8PO+Xfh53y6VPPr0H6Qyw7Qu9ejZT2VG6eq2tmjXsUul7IuIyJwweCAio/XWkOE4cujnUjsF60Knzt3QomUb/P7bAVy5dBFRkfeRkZ4OuSBHjRquqFs/EJ1e6YaOnbuVGKWtPJaWlpg550t06BSEfXt+wN3b/5ZIU93WFm3adcLgIe+XOjRpz5498SQjH7t3bEHkg/uwsrJCnXqBeOud4Xi5ZRvsL/bqUvFXkKZ9Ng8vbPbE6ZNHkfokBTVda6FDpyC8894o2NnbY8qnc7F+zXIkPn6Imq5u8PQSHxjV9vTGjDlfIvz79UiIi0W1atXg6e0DNzd3AICVtTVCv1yKP479hmO//4rIB/eQnZ0Flxo14edfF736voHWbTuK3p+mWrZuB5caNZV9RDp0CoJNsVepiIioYiSCYApTVxgXmUymnJ367ztxsLW1K5FGIgECPJ0REW8aMwuaOta3frG+K+ZpWipO/XEU365aqlw2Y86XeKVL91K3YV1XTOqTFAwf0g8F//X1CFu2Fo2bvlzudnfv3ETP7h1w6Ng51A98scL7v3v7Jnq+2gGHjp5D/QYVz0fXeRkbnt/6w7rWL1Or76wsGZoEegEomqTUzq7kva2CWXWYJiIyJCdnF/Tq+wZcik0Yt/W7tSVGUCLtbft+vTJwqFM3UFTgQERE5eNrS0REeiSVWmLQ28Owfs1yAEBCfBxChg1Es5dbwc7eHv4B9SplVm1zcPzoIaQ/fYp//7mG82dOKpcPG/mBwcqkqbjYGGQ9N9t4VGSEys/ibO3sNeqHQ0SkLQYPRER61qf/IFy9fAGX/+9PAEWdoP88dwoAENSN8xBU1O+HD+DG9asqy3r2eQOt2rSv9H0/f9NfkRv+uNgYdGnftNR9jB8zVO3yk+evM4AgIr1h8EBEpGdSqRSfz/8a+/fuwPHff0VCQhykFhZwqeEKP/86hi6eyXJycoaVlTUsLCSo7emNXn3fxOu9+lf6fsu66dfkhl8RfDg5OYvqnF9YWIinT9NKtFQQEVUmBg9ERAZgaWmJQW8PxaC31d9ckuY+m7vIIPtV3Lzv2bsXdevWKzPt/fv3MGjgwDJv+KVSaYmZxYmIjAWDByIiIh2oW7ceGjVqZOhiEBFVKgYPRERkltR2To4q1lfhueEV2TmZiIjBAxERmaFyOyePZudkIiJ1GDwQEZHZKaufgqXUAgWFcpVlYvoq3L9/r9z9iklDRGTMGDwQEZHZUtdPQV3wUBZbO3sAwKCBAzXehojI1DB4ICIi0oKXtw9Onr9eYp6H8WOGYs36cPj5B6ikZ98JIjJlDB6IiIi0VFow4OcfgPoNXtRzaYiIKo+FoQtARERERESmgcEDERERERGJwuCBiIiIiIhEYfBARERERESiMHggIiIiIiJRGDwQEREREZEoDB6IiIiIiEgUBg9ERERERCQKgwciIiIiIhKFwQMREREREYnC4IGIiIiIiERh8EBERERERKIweCAiIiIiIlEYPBARERERkSgMHoiIiIiISBQGD0REREREJAqDByIiIiIiEoXBAxERERERicLggYiIiIiIRDGr4CEuLg4ffvghXn75ZbRq1Qrjx49HQkKCcv3ly5fx7rvvomnTpmjZsiUmTZqEx48fG7DERERERETGw2yCh/T0dAwbNgyFhYXYtWsXNm3ahEePHmHUqFGQy+WIiIjAqFGj4O3tjf3792PdunVISEhASEgI8vPzDV18IiIiIiKDszR0AfQlPDwceXl5WL58OWxsbAAAy5Ytw+3bt5Gfn48NGzbAxcUFCxYsgKVlUbUsXrwYwcHBOHLkCHr37m3I4hMRERERGZzZtDz8/vvv6N69uzJwAAA/Pz+8/vrrqFatGs6ePYuOHTsqAwcACAgIgJeXF06fPm2IIhMRERERGRWzaHnIz8/H/fv30bdvXyxbtgwHDx5EdnY22rdvj1mzZqFatWpITEyEj49PiW19fX0RERFRat4SSdE/dcuL/6TKxfrWL9a3/rCuK0lF67OUa36p+YtN/9w2ospXkX0YGZ7f+sO61i9Tq29NymkWwcPTp09RUFCALVu2IDg4GKtWrUJcXBwWLFiA999/Hxs2bAAA2NnZldjW3t4e8fHxpebtX9tZ7XbF15P+sL71i/WtP6xr3cpKdQQAWEotYCkt2Qj//DLFZ293RwR4OovOX2z64ttYSCSQWpT/TS7/79tek30YK57f+sO61i9TqW+ZzEp0WrMIHgoKCgAA3t7emDlzJgDgxRdfhKWlJcaNG4eLFy9WOO/IhDTY2pbsUC2RFJ0wkQlpEIQKZ08isb71i/WtP6zryhH7OB0AUFAoR0GhXGWdpdSixDLF59jH6bB1SROdv9j0xbeRCwIK5eX/suX/nRCa7MPY8PzWH9a1fplafWdlyUSnNYvgwd7eHgDQqFEjleWtWrUCANy6dQsAkJmZWWLbjIwMODk5lZq3IKDMk6K89aRbrG/9Yn3rD+taxypal2J/D8Kzn6J/b8W2EVW+iuzDSPH81h/WtX6ZSn1rUkaz6DBtb2+PWrVq4enTpyrL5fKiJ0lubm7w8PBAdHR0iW2joqJQp04dvZSTiIiIiMiYmUXwAACvvPIKTp8+jdzcXOWyy5cvAwACAwPRuXNnnDlzRmVOh5s3byIhIQFdu3bVe3mJiIiIiIyN2QQPY8aMQU5ODiZNmoSIiAicO3cOX375JZo3b4727dsjJCQEMpkMs2bNQmRkJP7++2/MnDkTTZs2Rbdu3QxdfCIiIiIigzOb4MHPzw9bt25FZmYmBgwYgEmTJqFt27bYuHEjgKLO1Fu2bEFCQgL69euHkJAQNGjQAOvWrYOFhdlUExERERFRqcyiw7RCo0aNEB4eXur6xo0bY9u2bXosERERERGR6eAjdSIiIiIiEoXBAxERERERicLggYiIiIiIRGHwQEREREREojB4ICIiIiIiURg8EBERERGRKAweiIiIiIhIFAYPREREREQkCoMHIiIiIiIShcEDERERERGJwuCBiIiIiIhEYfBARERERESiMHggIiIiIiJRGDwQEREREZEoDB6IiIiIiEgUBg9ERERERCQKgwciIiIiIhKFwQMREREREYnC4IGIiIiIiERh8EBERERERKIweCAiIiIiIlEYPBARERERkSgMHoiIiIiISBQGD0REREREJAqDByIiIiIiEoXBAxERERERicLggYiIiIiIRGHwQEREREREojB4ICIi0rGarrUwcfKnqOlay9BFISLSKUtDF4CIiKiqqelaCx9PmWHoYhAR6RxbHoiIiIiISBQGD0REREREJAqDByIiIiIiEoXBAxERERERicLggYiIiIiIRDGb0Za6du2K+Pj4Esvr1auHgwcPAgAuX76M5cuX459//oGVlRU6duyImTNnwt3dXd/FJSIiIiIyOmYTPADAyJEjMXLkSJVllpZFVRAREYFRo0YhODgY8+fPR2pqKsLCwhASEoJ9+/bBysrKEEUmIiIiIjIaZhU82NraolYt9RP2bNiwAS4uLliwYIEyoFi8eDGCg4Nx5MgR9O7dW59FJSIiIiIyOuzz8J+zZ8+iY8eOysABAAICAuDl5YXTp08bsGRERERERMbBrFoeSiOTyZCYmAgfH58S63x9fREREVHqthJJ0T91y4v/pMrF+tYv1rf+sK4rSUXrs5Rrvk5Iiv0Us49i6U31/OD5rT+sa/0ytfrWpJxmFTz8+++/CAkJwe3btyGVStG5c2d8/PHHKCgoAADY2dmV2Mbe3l5tR2sF/9rOarcrvp70h/WtX6xv/WFd61ZWqiMAwFJqAUtpyUb455cpPnu7OyLA07lSy2QhkUBqUf43ufy/b/vKLJO+8PzWH9a1fplKfctk4vv2mk3w4OLigszMTIwcORJeXl64desWli5diitXruC7776rcL6RCWmwtc0vsVwiKTphIhPSIAjalJzEYH3rF+tbf1jXlSP2cToAoKBQjoJCuco6S6lFiWWKz7GP02HrklapZZILAgrl5f+y5f+dEJVZpsrG81t/WNf6ZWr1nZUlE53WbIKHH3/8UeVz/fr1UatWLYwYMQLnz58HAGRmZpbYLiMjA05OTqXmKwgo86Qobz3pFutbv1jf+sO61rGK1mVl/h6EYj/F7KNYelM/N3h+6w/rWr9Mpb41KaNZd5hu0KABACAxMREeHh6Ijo4ukSYqKgp16tTRd9GIiIiIiIyOWQQPDx48wPTp0/HgwQOV5Tdu3AAA+Pn5oXPnzjhz5gzy85+9gnTz5k0kJCSga9euei0vEREREZExMovg4YUXXsClS5cwadIknDt3DrGxsTh27BhCQ0NRr149dO3aFSEhIZDJZJg1axYiIyPx999/Y+bMmWjatCm6detm6EMgIiIiIjI4s+jzYGdnh/DwcKxYsQIzZ87EkydP4OzsjKCgIEyePBlWVlbw9vbGli1bEBYWhn79+sHGxgZBQUGYMWMGLCzMIsYiIiIiIiqTWQQPAODl5YWvvvqqzDSNGzfGtm3b9FQiIiIiIiLTwkfqREREREQkCoMHIiIiIiIShcEDERERERGJwuCBiIjIDKQkJ2HFssVISU4ydFGIyIQxeCAiIjIDKclJ+GZ5GIMHItIKgwciIiIiIhKFwQMREREREYnC4IGIiIiIiERh8EBERERERKIweCAiIiIiIlEYPBARERERkSgMHoiIiIiISBQGD0REREREJAqDByIiIiIiEoXBAxERERERicLggYiIiIiIRGHwQEREREREojB4ICIiIiIiURg8EBGRQaQkJ2HFssVISU4ydFGIiEgkBg9ERGQQKclJ+GZ5GIMHIiITwuCBiIiIiIhEMdrg4fDhwxg/fjyCgoLQrFkz5fIFCxbgyZMnhisYEREREZGZsjR0AZ6Xl5eHDz/8EGfOnAEACIIAiUQCAMjKysK2bdtw/vx5/PDDD3B2djZgSYmIiIiIzIvRtTysX78ep0+fhiAICAgIgKXls/gmMzMTUqkUkZGR2LhxowFLSURERERkfowueDhw4AAkEgnCwsLw66+/wt7eXrnOzc0N3333HQRBwNGjRw1YSiIiIiIi82N0wUNCQgKqVauGfv36qV3fpk0bVK9eHY8fP9ZzyYiIiIiIzJvR9XmwtbVFeno6UlJSULNmzRLrb9++jezsbDg5ORmgdERERMYvLjYGWbJMlWVRkREqP4uztbOHl7ePXspGRKbN6IKHZs2a4fTp0xgzZgyGDx+OgoICAMCpU6dw584dhIeHQyKRoHHjxgYuKRERkfGJi41Bl/ZNS10/fsxQtctPnr/OAIKIymV0wUNISAjOnDmDmzdv4tNPP1Uu/+CDDwAUjb5kYWGBUaNGGaqIRERkZFKSk7Bt6ya8N2wUarrWMnRxDErR4uDk5AypVFpu+sLCQjx9mlaipYKISB2j6/PQqlUrLFq0CNWrV4cgCCX+Va9eHfPnz0e7du0MXVQiIjISnK26JKlUCktLq3L/iQkwiIgUjK7lAQD69euHoKAgHD16FHfv3oVMJoO9vT0CAwPRtWtX9ncgIiIiIjIAowweAMDR0RFvvvmmoYtBRERERET/McrgITs7G+vWrYO1tTXGjx+vXB4SEgJ/f39MnDgRjo6OBiwhERFVBffv3yuxzFJqgYJCebnpKkthYaFO0xER6ZLRBQ8ymQxDhw7FrVu3MHDgQJV1ycnJOHfuHC5cuIBdu3bB1tbWQKUkIiJTZmtXNAHpoOe+Z8RuVxkUeT99mlah7YiI9MHogofNmzfj5s2bAIDq1aurrHN3d8ft27dx//59bNiwAR9//LEhikhERAakizkMvLx9cPL89ZL5REVg/OihWLMhHH5+AeXmo0ullSktNRUHD+xD7z5vwNnFRa9lIiJ6ntEFD0eOHIFEIsHs2bPx7rvvqqxbt24dfvjhB3zxxRf47bffGDwQEZkZXc5hoPamW1L0w88/APUDX6xwOSuqtECgdbsOei4JEZF6Rhc8xMXFoVq1aiUCB4UhQ4Zg8eLFSEhIqPA+Ro4ciXPnzuH48ePw8vICAFy+fBnLly/HP//8AysrK3Ts2BEzZ86Eu7t7hfdDRES6pXgqv2fvXtStW6/c9Pfv38OggQM5hwERkY4YXfBgbW2N9PR0xMfHw9PTs8T6yMhI5OXlVbjD9N69e3Hx4kWVZRERERg1ahSCg4Mxf/58pKamIiwsDCEhIdi3bx+srKwqtC8iIqocdevWQ6NGjQxdDCIis2N0k8Q1btwYgiBg5MiR2LNnD27evImYmBjcuHED27dvx6hRoyCRSPDSSy9pnHdiYiLCwsIwePBgleUbNmyAi4sLFixYgICAALRo0QKLFy/G3bt3ceTIEV0dGhERERGRSTO6locRI0bg3LlziImJweeff15ivSAIkEgkGD58uMZ5f/HFF2jevDl69OiB7du3K5efPXsWnTt3hqXls+oICAiAl5cXTp8+jd69e1fsYIiIiIiIqhCjCx46dOiA2bNnY/HixcjPzy+xXiqVYsqUKejSpYtG+R4+fBjnzp3DoUOHEBMTo1wuk8mQmJgIH5+SndR8fX0REVFy5I7iJJKif+qWF/9JlYv1rV+sb/2p0nUtefZT9PFVtB5E7qN4fZtsnRerV1H1VZHfg45U6fPbyLCu9cvU6luTchpd8AAA7777LoKCgnDgwAH8+++/yMzMhK2tLRo0aIDevXvDz89Po/zS0tKwYMECTJ06FR4eHirBQ2ZmUSc6Ozu7EtvZ29sjPj6+zLz9azur3bb4etIf1rd+sb71pyrWdVZqUd81b3dHBHg6a7SNpdQCltLy37xVpBG7D0X+Xm7iy2RsFMdgIZFAalH+HYH8v7sGTX4PulYVz29jxbrWL1Opb5lMfP9eowweAKB27doYO3asTvJauHAhvL29MWTIEJ3kV1xkQhpsbUu2kEgkRSdMZEIaBEHnu6XnsL71i/WtP1W5rmMfpyt/2rqkabRNQaG8xCzQ6ijSiN1HXGK68qdtvLgyGRtFHckFAYXy8k8a+X8nlia/B12pyue3sWFd65ep1XdWlkx0WoMHDwkJCZBKpcohUTUZgrV27drlpjl9+jR+//13/Pjjj7CwKPmUysHBAcCzFojiMjIy4OTkVGb+goAyT4ry1pNusb71i/WtP1WyroVnP0UfW0XrQOQ+FGlMur6L1auo+qrI70HHTLq+TQzrWr9Mpb41KaPBg4euXbuiRo0aOH/+vPKzRMSLVxKJRDkTdVkOHz6MnJwc9OnTR7lM+K+GXnvtNbRq1QoeHh6Ijo4usW1UVBTatm0r9lCIiIiIiKo0gwcPwLOb+dI+a2PSpEkYMWKEyrIbN27gs88+w/r16+Hr64uNGzfixIkTyM/PV87pcPPmTSQkJKBr1646KwsRERERkSkzePDQv39/2Nvbq3wW0/Iglru7e4lZolNTUwEAfn5+8PLyQkhICA4cOIBZs2Zh3LhxyMjIwJw5c9C0aVN069ZNZ2UhIiIiIjJlBg8eFi9eXOZnffD29saWLVsQFhaGfv36wcbGBkFBQZgxY4bafhJERFQ11XSthblz56Kmay1DF4WIyCgZPHgoLj8/H6NGjYKFhQU2bdoEqVRaKftp06YN7ty5o7KscePG2LZtW6Xsj4iITIOray2EhoYiIt40RkgxhJTkJGzbugnvDRvFIIvIDBnVY3UrKyvcuXMH165dq7TAgYiIiCouJTkJ3ywPQ0pykqGLQkQGYFTBAwC8/vrryMnJwdGjRw1dFCIiIiIiKsaoXlsCgD59+iA1NRVTpkxBUFAQmjZtChcXF7V9D/r376//AhIRERERmSmjCx6GDh0KoGi41qNHj5baAiGRSBg8EBERERHpkdEFD8XneNDlfA9ERERERKQdowseFi1aZOgiEBFRJYiLjUGWLFP5OSoyQuVncbZ29vDy9ik1r/v374nap9h0REQkjlEFD5cuXUJkZCQyMjLg6emJXr16wcPDw9DFIiIiLcXFxqBL+6Zq140fM1Tt8pPnr5cIIGztiiYVHTRwoEb7V2xHRETaMZrgYc6cOdi7d6/KshUrVuDzzz/HoEGDDFQqIiLSBUWLw569e1G3br0y096/fw+DBg5UaaVQ8PL2wcnz10usi4qMwPgxQ7FmfTj8/ANU1pXXikFUGTgfBlVVRhE8HDx4EHv27CmxPD8/H6GhoQgMDESTJk0MUDIiItKlunXroVGjRlrlUVYg4OcfgPoNXtQqfyJdUMyHEdyzL4MHqlKMInhQBA61a9fG2LFj4eHhgTt37mDjxo1IT0/HDz/8wOCBiIiIiMjAjCJ4uH37NiQSCVauXKl8IvXKK6+gTp06GD9+PP755x8Dl5CIiIiIiIxihun09HTY2NiUaMpu3749ACA1NdUQxSIiIiIiomKMIngQBAE2NjYlliuWyeVyfReJiKjKSUlOwopli5GSnGToohARkYkyiuCBiIgqn6IDJ4MHIiKqKKPo8wAABQUFuHz5stpZpUtb16pVK30Vj4iIiIjI7BlN8JCZmYmhQ0tOFCSRSNSuk0gkuHnzpr6KR0RERERk9owmeFDX4kBERERERMbDKIKHAQMGGLoIREREZOY4KzRR+YwieFi0aJGhi0BERERmjrNCk64kJydh64b/oeeAd1GzZsXPJWMMaDnaEhERERGRDqUkJ2HevHlaj25njKPkMXggIiIiIiJRGDwQEREREZEoDB6IiIiIiEgUBg9ERERERCQKgwciItJISnISVixbbFQd+IiISD8YPBARkUaMcfQPIiLSDwYPREREREQkCoMHIiIiIiISxShmmCYiItJGTddamDj5U6OZgZXE0dUsvERVRVxsDLJkmcrPUZERKj+Ls7Wzh5e3j97KpsDggYiITF5N11r4eMoMQxeDNKSYhbdNp9e0Ch5SkpOwbesmvDdsFANI0rvnb/gBICqq2E2/oJq+tJv+uNgYdGnfVO0+xo8Zqnb5yfPX9R5AMHggIiIik6boxB/cs69Bgge1N49G+MSYdK+sG34AGD9a/E2/4hxycnKGVCotc7+FhYV4+jStxHmnDwweiIiIiCqo3JtHI3piTLqnuHnfs3cv6tatp7LOUmqBgkK5yrL79+9h0MCBZd70S6VSWFpa6b6wOsLggYiIiMySLt4v1+RpMWDYJ8ZUeerWrYdGjRqpLFMXPFQFDB6IiIwYO5QSVQ5dv19eWU+L2Z+DjA2DByIiI6arDqVEpKqs102eJ+ZVk8pi6P4cRM8zm+BBLpfj+++/x759+xATE4Pq1aujbdu2mD59Ojw9PQEAly9fxvLly/HPP//AysoKHTt2xMyZM+Hu7m7g0hMREVFlUPe6CRGVzmyCh7CwMOzevRuhoaF4+eWXERMTg7lz52LYsGE4fPgw4uLiMGrUKAQHB2P+/PlITU1FWFgYQkJCsG/fPlhZGW/HFSIiospiCuPOE5H+mEXwUFBQgN9//x0hISHo168fAMDb2xsTJ07E9OnTcefOHfzwww9wcXHBggULYGlZVC2LFy9GcHAwjhw5gt69exvyEIiIiPTOVMadNwaFhYU6TUdkrMwieLC0tMQff/xRYrmFhQUAwMrKCmfPnkXnzp2VgQMABAQEwMvLC6dPn2bwQEREZsdUxp03JFs7ewDA06dpFdqOyNSYRfCgzs2bN7FmzRoEBQXB29sbiYmJ8PEp+aTE19cXERElm2YVJJKif+qWF/9JlYv1rV+sb/0pXtea1HdcbAxkpc14GhUBPJeXXRkznuoin+fTiaLhMetClTi3/yt7YWGhqHpXPglXV9//fZZaihhJSPLsp9j6q+j5rYt96+qc9Pbxwak/r5f8O4mMwPjRQ7FmQzj8/ANU1lX635u6oleFc9sYVbQ+y/h7g0REvhU558vKToM8zC54+Oqrr7BlyxYUFhbi3XffxaeffoonT54AAOzs7Eqkt7e3R3x8fKn5+dd2Vrtd8fWkP6xv/WJ9V76sVEcAgJebIwI8nUVtExUVhc7tNJ/xNDIyEn5+fjrPB3h2HJERD2AptSg1T0UaAPB2F3/MumbK57ZFfm0Amj8Jb1inNvyeq2/F781CIoHUouy7C/l/dx+a/N4qcn6XlU9F9m0ptSj3nFSsLy1/dcv++aco/05tm4nqkK3Lv7eymPK5bYzKO4+eX1bWuVTZf29lkcnE9+01u+Bh1KhRGDBgAG7evIlly5YhMjISCxcurHB+kQlpsLXNL7FcIin6A41MSIMgaFNiEoP1rV+s78rz/JPH6P+eOp69eA2xj9NV0pb21PHOg4Si9fYOkJZzUwQAhYVyyDIzcOtBAuRWzs/K8ii99I3KEPMoHXKrNJVlTzKLJkp64403ROfzJFOOiPi0ctPpUpU4t62c1T4JT0tNxcFf9qF33zfg7OKiss7Ozh5yK+cS9a045+SCgEJ52RUi/6/CYh+nw9Ylrcy0CnGJ6cqftiJ/12qfzv/XefvMBfF/J4p0BYXycifyUqzX5NgU+YvdRvF36+TkDKmliMnmCopeE3v+77Y0VeLcNkJlnUfqJokr61yq7L+3smRlyUSnNbvgoUaNGqhRowbq1q0Lf39/DBw4EOfPnwcAZGaWfE8zIyMDTk5OpeYnCCjzj7C89aRbrG/9Yn3rVlmdU8eFiO+camtb9C61LDNDo/3b2tqr/D49vXxw8vz1Eu+wR0VGYPyYoVizvuTrGLZ29vD08ilxXqjLKy01FQcP7EPvPiVvZkvLR19M/dz29FL/Kkvrth1K3Ubt8QrFfpZXH8XSiq07RTqx9V3W3whQ+tN5tZ24K/L71eS80LQ+/ksjlUphKRXxFLgC9Q2Y/rltdCpal+p+D5X891ZmdhrkYRbBw5MnT3DhwgW0atUKtWo9m2Clfv36AIC4uDh4eHggOjq6xLZRUVFo27at3spKROartEmr1D29KmvSKi/vit30q3s6W9b71H7+Aajf4MXyD6yMvFq3K/1mlqqW54d8BYq9zx8ZUeJmSd05qUkHbsB8O3FTxXFG7/KZRfCQm5uLyZMn45NPPsHo0aOVy2/fvg0AcHd3R+fOnXHixAnk5+cr53S4efMmEhIS0LVrV4OUm4jM0/OTVqkLHsqjy5t+Im3ptMUA/z2dL68DN1EFcEbv8plF8ODh4YE33ngDa9euRY0aNdCqVSvEx8dj4cKFqFWrFl5//XW0a9cOBw4cwKxZszBu3DhkZGRgzpw5aNq0Kbp162boQyAiIjJZpbWqAZq3rBGRYZlF8AAA8+bNg5ubG9asWYPHjx/D1dUVLVq0wOTJk+Ho6AhHR0ds2bIFYWFh6NevH2xsbBAUFIQZM2Yo54MgIiKiinu+VQ2oWMsaERmO2QQP1tbWmDx5MiZPnlxqmsaNG2Pbtm16LBURERFVRTVda2Hi5E/56gsZDV315+AjdSIiIiIdq+laCx9PmcHggYyGoj9HSnKSVvkweCAiIiIiIlHM5rUlIiIiIqLKcP/+vRLLShsMwNQxeCAiIiIis6N27pHICJWfxambe8TWrmhSzkEDB2q0b8V2pojBAxERERGZlXLnHhkjbu6R0iblhATwdndE7ON0URMg6lpKclKJvg1lB0Z2ovNm8EBEZCY4+gsRUZGy5h5Rp6y5R9QFAhIJEODpDFuXNAhCidVlKiws1DrNtq2b8M3yMLXr1AVGH3xY+mikz2PwQERkJhSjvxARURF1c48YiuJVpqdP0zTe5nnvDRuF4J59VZalpabi4IF96N3nDTi7uDyXjx2+XbVc1D4ZPBARERERGZi6V6CiIiMwfsxQrFkfDj//AJX0Zb3+VNO1ltpW5tbtOqhNn5UlE11OBg9EREREREagtGDAzz8A9Ru8qOfSqMfggYiIiMqki3ewiahqYPBAREREaunyHWzAvMbCJ6qqGDwQERGRWrp6B9scx8In0gVjHCWPwQMRERGVShfvYJc2Fn5UVATGjx6KNRvC4ecnvjMokbkwxlHyGDwQERFRpVMbCEiKfvj5B6B+oHF0BiWislkYugBEZHqSk5MQGhqK5OdmryQiIqKqjcEDEWksJTkJ8+bNQwqDByIiIrPC4IGIiDRijB34iIhIP9jngYiINGKMHfiIiEg/2PJAREREorHlici8seWBiIiIRGPLE5F5Y8sDERERERGJwuCBiIiIiIhEYfBARAaTkpyEFcsWaz3kq67yISIiorIxeCAig0lJTsI3y8N0EjzoIh8iIiIqGztME5FexMXGIEuWqbIsKjJC5Wdxtnb28PL20UvZiIiISBwGD0RUJrU3/VHFbvoF1fTqbvrjYmPQpX3TUvcxfsxQtctPnr9usgFESnIStm3dhPeGjeKQlkREVGUweCCiUpV70z9a3E2/IvhwcnKGVCotd7+FhYV4+jStRNBiShSvUgX37MvggYioEvFhjX4xeCCiUilu3vfs3Yu6deuprLOUWqCgUK6y7P79exg0cGCpN/1SqRSWllaVU1giIjJLfFijXwweiKhcdevWQ6NGjVSWqQseiIiIqGrjaEtERERERCQKgwciIiIyiJqutTB37ly+amJiOLeOeWPwQERERAbh6loLoaGhcGXwYFI4t455Y/BARERERESisMM0EZGWOAEeERGZCwYPRETFaDpeeGVMgHf//j2Vz6UNi0tERKRvZhU87N27F+Hh4YiJiYGzszM6dOiAyZMno2bNmgCAe/fuISwsDFeuXAEAtGzZEjNmzECdOnUMWWwineAkOuJoOl54WXNhqFPWXBi2dvYAgEEDB4our2IbIiLSnNgHMXxg84zZBA+bN2/GkiVLMG3aNHTr1g3R0dGYM2cOIiIisH37dqSlpWHYsGF46aWXsHPnTuTn52PVqlUYPnw4Dh06BEdHR0MfApFWOIlO5VI3F4amvLx9cPL8dZXAIioqAuNHD8WaDeHw8wtQSc/Xn4jIHD3/qmhFXhOtyMOa4tuZM7MIHgRBwKZNm9C/f3+MHDkSAODr64sJEyZgzpw5uHPnDo4dO4bs7GwsXboUTk5OAICwsDC88sor2LFjB8aOHWvIQyAiM1HiS05S9MPPPwD1A1/Uf4GIjFBhYaFO05HpKOtVUU1eE1X3sAYoCkDGjxmKNevD4efPBzbqmEXwIJFIcPDgQUilUpXl7u7uAACZTIazZ8+iefPmysABAJycnNC0aVOcPn2awQMZDF83IiIqonjq+/RpWoW2I9OnyauiZb0mCqh5WIOiuUcmTv4ULVq14XduKcwieAAAZ2fnEsuOHz8OW1tb1K9fH5GRkejRo0eJNL6+vjh27JgeSkikHl83IiIqUhlPi8W8y8733Y2PLl4VVaemay18PGWGzvOtSswmeHjeiRMnsHv3bkyaNAkODg6QyWSws7Mrkc7e3h4ZGRml5iORFP1Tt7z4T6pcVbq+Jc9+anV8Fcmnovt7fh/F9i0qT03Lqqs60mbfFdiPmPyLn9tV8vw2MlX6WmKEKlLf3j5qAgHF630BAQhsIO71Pjt7zd95t7O3r7xzo5Kvkzo9t3V5za3ovjXcRt/lNLVriSblNMvg4fDhw5g2bRr69Omj9etI/rWd1QYdxdeT/lTF+s5KLeqs7+3uiABPZ73mo9jGUmoBS2nJOSWfX6b4/Pw+FPlYSCSQWpR/hZL/dxUTW1Zd1VFF8iqvjp5XWh2Vl7+Xm/bHRuJVxWuJMdO2vityDQjwdEZkZCQyM5+1Yty7dw9vvPEG9u3bh3r1VF+Jsbe3h5+fn1blLEtlXycTExMRGhqK8ePHw83NTSdl1cU1t6L7FnPN1fR6WxlM5Voik1mJTmt2wUN4eDgWLlyIIUOGYNasWZD898enaH14XkZGhko/iOdFJqTB1ja/xHKJpOiEiUxIgyDorvykXlWu79jH6cqfti5pes1HsU1BobzEPAPq5h5QfH5+H4p85IKAQnn5vyD5f7/E0soaFxsDmZqRNs5cuKbcl4Kdhh3cNK2nsupIndLqqDRxienKn7bx5acn7VTla4kx0lV9V/g6aeUMWxdn5Ucbx/T/frrD1sVLJakcQEQl/g3q+jr5vLt37mPevHlo+8prqB9orZOyavu9pM2+xVxzNb3e6pKpXUuyskreA5fGrIKHHTt24Msvv8TUqVMxevRolXUBAQGIjo4usU1UVFSZ8zwIAso8KcpbT7pVJetbePZTq2OrSD4V3d/z+yi2b1F5llHWMkfaGK3ZhGxlzgwdEVGirGrfndZVHZWWTHj2s8qd20aM9a1fWte3Ia+TuqLD66Ta5Lq8lhhDPWm4jaH+nk3lWqJJGc0mePjzzz/xxRdfYMaMGXj//fdLrO/cuTNWrVqF1NRUuLi4AACSk5Nx7do1fPLJJ3ouLRGVRlcjbVTGzNBERERVnVkED4IgYP78+WjevDl69eqFpKQklfW2trZ45513sG3bNnzyySeYPn06AGDRokVwc3PDW2+9ZYhiE1EZtB1pQxFQODk5lxjGWZ3CwkI8fZpW6pB/RGT6FMN0cmQ7/eBQ5KbJLIKHhIQEPHjwAADQsWPHEus//PBDTJw4Udkf4u2334ZEIkG7du2wdetW2Nra6rvIRKQnUqkUlpbiO4qVRuxQjpoO+VjTtRbmzp3LL1aiMujqpp/DdOoXhyI3TWYRPHh6euLOnTvlpvP19cW6dev0UCIiMhbazlSrmHxKk+Eei29XHlfXWggNDUVEvGl0uiMyBN70E+mPWQQPRETP09VMtZUxaRURmS9tH2goPD8gRFTUf4NBRIocDIKoFAweiMgs6fKmv6wvXT//ANQXOWkVEZkvXT3QAHQ7Kh3R8xg8EFG51L2nr26eB03f5zc03vQTkbHQ5QMNtQNCSIomoJMLgkrLAweDIE0xeCCqoko0WUdGqPwsrrQvIF2/z6+r5nhAXKBiasEMEZk3XT/QUBkQQgJILSRFE9Cx/xRpgcEDUSWpyBB0ZU5apsFNf5lN1hrMX1Dqk7CoCIwfPRRrNoTDz6/8J2G6bI6vSEAjtnMyERERlY3BA1El0XQIOl1OWqa42V+8OAxe3l7l7DcOM2Z8WmqTtbrgpGatouFDW7Rqg5o1yz82XfcvUJdXaQzVEZDjxRORLvBaQsaGwQORkdBk5mSg7NmTFU/aZ8z4VPT+NXk6X5HhQ3XZHG8Knfo4dCQR6QKvJWRsGDwQGRltZ04G1D+d59ChREREpC0GD0RVVGnBgDGNIsTmeCIiItPC4IFIB3TV0RkQP0JQVRhJiM3xRERUERxxz3AYPBBpSVcdnXU9LCpVDFtDiIh0T1cP2TjinuExeCDSkq46OutyRCKqOLaGEBHpli5HE1T3XZmWmoqDB/ahd5834OziopKe35O6x+CBSEd01dG5NNr2VeATdSIiqgrUfVe2btfBACUxTwweiIycrm76+USdiIg0pYvXjdiyXrUweCAycrzpJyIiQ9D160alMaZRAKl8DB6IiIiIqARdTl5KVQeDByIiIiIqlS769FHVYWHoAhARERGR+eFAHqaJLQ9EREREpHfs02ea2PJARERERESisOWBiIiIiEp1//49naYj08bggYiIiKgKKiwsfPZBAsglEsgFARBKSfMcWzt7AMCggQM12q9iO6qaGDwQERERVSGKm/enT9M03qY4Tu5G6jB4ICIiIqpC1N30p6Wl4syJX9Gpay84O7uopC/rhp+Tu9HzGDwQERERVTHP3/RLJMA7A3shIj4NglDKRkQicLQlIiIiIiIShcEDERERERGJwuCBiIiIiETjzNDmjX0eiIiIiEg0zgxt3tjyQFRMSnISVixbjJTkJEMXhYiIiMjoMHggKiYlOQnfLA9j8EBERESkBl9bIrMWFxujMg52VGSEys/iypv45v79e6L2KTYdERERkbFh8EBmKy42Bl3aN1W7bvyYoWqXnzx/vUQAoZiVc9DAgRrtX91snkRERETGjMEDmS1Fi8OevXtRt269MtPev38PgwYOVGmlUFA3k2d5ymvFICIiIjJGDB7I7NWtWw+NGjXSKg8GAkRERGQO2GGaiIiIiIhEMavg4fvvv0ejRo0wefLkEusuX76Md999F02bNkXLli0xadIkPH782AClJCIiIiIyTmYRPKSlpeGDDz7Apk2bUK1atRLrIyIiMGrUKHh7e2P//v1Yt24dEhISEBISgvz8fAOUmIiIiIjI+JhF8HDw4EFkZWXhp59+gpOTU4n1GzZsgIuLCxYsWICAgAC0aNECixcvxt27d3HkyBEDlJiIiIiIyPiYRfDQuXNnbN68GTVr1lS7/uzZs+jYsSMsLZ/1Hw8ICICXlxdOnz6tr2ISERERERk1sxhtydvbu9R1MpkMiYmJ8PEpOVqOr68vIiJKThZWnERS9E/d8uI/qXJVqL4r8rsp5fdtbnh+6w/rWr9Y3/rF+tYf1rV+mVp9a1JOswgeypKZWTQ2v52dXYl19vb2iI+PL3N7/9rOarctvp70R5P6zkp1BABYSi1gKS27EU6x3tvdEQGe4vdR1fH81h/WtX6xvvWL9a0/rGv9MpX6lsmsRKc1++BBW5EJabC1LdmpWiIpOmEiE9IgCAYomBrJyUnYvmUT3h0+Cq6utQxdHJ1KSUnCr/u2o9cb76JmTXHHFvs4HQBQUChHQaG8zLSK9bGP02HrkqZVWasCYzy/qyrWtX6xvvWL9a0/rGv9MrX6zsqSiU5r9sGDg4MDgGctEMVlZGSo7WBdnCCgzJOivPX6lJKUhJXLw/B6z76ib7BNRXJSEubNm4c2nV5DjRoij60ivxcj+n0aA2M6v6s61rV+sb71i/WtP6xr/TKV+takjGYfPNja2sLDwwPR0dEl1kVFRaFt27YGKBWVJS42Blky1WAvKqqob0pUZESJoMDWzr7MGaDv379X7j7FpCEiIiKq6sw+eACKRmM6ceIE8vPzYWVV9M7XzZs3kZCQgK5duxq4dMYnJTkJ27ZuwnvDRqGmnl9/iouNQZf2TUtdP370ULXLT56/XiKAsLWzBwAMGjhQ9P4V2xARERGZI7MIHtLS0pSTvRUWFiI3NxdJSUkAil5bCgkJwYEDBzBr1iyMGzcOGRkZmDNnDpo2bYpu3boZsuhGKSU5Cd8sD0Nwz756Dx4ULQ579u5F3br1VNZZSi1K9F24f/8eBg0cWKKlAgC8vH1w8vx1lXVRkREYP2Yo1qwPh59/gEr68lowiIiIiKo6swgeJk6ciP/7v/9Tfn706BGOHz8OAFi0aBHeeOMNbNmyBWFhYejXrx9sbGwQFBSEGTNmwMLCLKbCMDl169ZDo0aNVJapCx7KU1ow4OcfgPoNXqxw+YiIiIiqIrMIHsLDw8tN07hxY2zbtk0PpSEiIiIiMk18rG4CUpKTsGLZYqQkJxm6KERERERkxsyi5cGUqB1JKDIC3ywPQ8OGjUS/h19aPsV/isnH3NR0rYWJkz/Ve18OIiIiIlPA4MGIlDuS0BhxIwnpKh9zVNO1Fj6eMsPQxSAiIiIySgwejEhZIwmpU9pIQorPdnYOkErLfzOtsFAOmSxD7YhEQMlWDF22YBhy2FciIiIi0gyDByOkbiQhTSjmIpDJMiq0XXFltWLoogXDkMO+EhEREZFmGDxUQermLwAqNoeBJq0Y5bVgpCQnlej0XVYrRk3XWqUGFOpmfC5tngciIiIi0g0GD1WUukBA0Rm4Ras2op/yV6QVo7RZmLdt3YRvloepXaeuFWPi5E9L9D+oyKzQZZWJiIiIiMRj8GBGKtIZWF0rRlpqKg4e2Ifefd6As4uLSvqy+jy8N2wUgnv2VVlWVmuIugCntFYVSABvd0fEPk4HBNVVHEmKiIiISDcYPFC51N14t27XQeN8ynoNSZMZndWVRyIBAjydYeuSBkFQsxERERERaY2TxBERERERkSgMHsigOCkbERERkenga0tkUJyUjYiIiMh0sOWBiIiIiIhEYfBQSZKTkxAaGork5+Y1ICIiIiIyVXxtSUfiYmNUhg+NiorAvHnz4O5VF35+4iZkUxA7sRknQCMiIiIifWLwoANxsTHo0r6p2nXjR5ec/AwATp6/XiKA4ARoRERERGTMGDzogKLFYc/evahbt55yuaXUAgWFcpW09+/fw6CBA0tOcoYyJkArAydAIyIiIiJ9YfCgQ3Xr1kOjRo2Un9UFD+VhIEBERERExoodpomIiIiISBQGD0REREREJApfW9Kh50c/Kq3PAxERERGRKWLwoAMVGSWJIyQRERERkalh8KADakdJkgDe7o6IfZwOCKrpOUISEREREZkiBg8VUFhYqPx/cnISbG2zYFO9OmyqV1cul0gANzcnZBVWgyCUzIMzT+uWRALYW+UhOfmp2vom3WJ96w/rWr9Y3/rF+tYf1rV+mVp9Z2XJlP8vfp+rDoOHCoiNjVX+v2uH5gYsCRERERGR7sTGxuKll14qdT1HWyIiIiIiIlHY8lAB3t7eyv9f+OsubG1tS6SRSAD/2s6ITEgzieYqU8f61i/Wt/6wrvWL9a1frG/9YV3rl6nVd1ZWFto2rw9A9T5XHQYPFSCVSpX/t7W1ha2tXYk0EglgZ2cHW9t8kzhpTB3rW79Y3/rDutYv1rd+sb71h3WtX6Zc38Xvc9Xha0tERERERCQKgwciIiIiIhKFwQMREREREYnC4IGIiIiIiERh8EBERERERKIweCAiIiIiIlEYPBARERERkSgMHoiIiIiISBQGD0REREREJAqDByIiIiIiEsXS0AUgIt15b90fSJHlaJVHTTsbbBsbpKMSERERUVXC4IGoCkmR5SDP2lHLPNJ1VBoiIiKqakS9tnT58mVEREQoP2/fvh29evVC8+bN0bt3b+zYsaPSCkhERERERMZBVMtDaGgoZs+ejYCAAGzfvh1ff/01hg0bhoCAAERGRmLp0qWQy+V49913K7u8VZIuXjUB+LoJEREREVUuUcFDTEwMvL29AQB79uzB559/jgEDBijXBwYGYsWKFQweKkgXr5oU5cPXTYiIiIio8oh6bcnOzg6pqakAgMTERDRs2FBl/UsvvYSHDx/qvnRERERERGQ0RAUPnTt3xvbt2wEAbdq0weHDh1XWHzp0CH5+fjovHBERERERGQ9Rry1NnToV77zzDoYMGYKmTZvi+++/x6VLl1CnTh1ERkbi2rVrWL16dWWXlahK0mWfFyIiIqLKJCp4qFWrFvbv348NGzbg+PHjEAQBf//9Nx49eoTmzZtjx44daNy4cWWXlahKYp8XIiIiMhWi53lwcHDAlClTMGXKlMosDxERERERGSmtJonLycnBtWvXEBUVhfT0oqeejo6O8PPzQ7NmzWBjw9coiIiIiIiqigoFD0+fPsXy5cvx888/IydH/bvaNjY26N+/PyZNmgQnJyetCklERERERIancfCQnp6Od955BxEREahevTrat28PPz8/2NvbAwAyMzMRFRWFq1evYseOHbh48SJ27doFBwcHnReeiIiIiIj0R+PgYdWqVYiIiMD777+PiRMnws7OTm06mUyGlStXYsuWLVi9ejVmzJhRoQLGxcVh8eLFOH/+PKRSKVq1aoXZs2ejdu3aAIDLly9j+fLl+Oeff2BlZYWOHTti5syZcHd3V+bx6NEjLF68GOfOnUNubi4aNWqEadOmoXnz5so0eXl5WL58OX799Vc8efIE3t7eCAkJwZtvvlmhchMRERERVTWi5nko7tixY2jbti1mzJhRauAAFE0sN3PmTLRu3Rq///57hQqXnp6OYcOGobCwELt27cKmTZvw6NEjjBo1CnK5HBERERg1ahS8vb2xf/9+rFu3DgkJCQgJCUF+fj6AoqBgxIgRiI2NxaZNm7Bnzx74+/tj5MiRiI2NVe5r7ty52L9/P0JDQ/Hrr7/i7bffxuzZs3Ho0KEKlZ2IiIiIqKrROHhISkpCkyZNRKdv1qwZkpKSNN0NACA8PFzZIlCvXj00adIEy5Ytw8cff4z8/Hxs2LABLi4uWLBgAQICAtCiRQssXrwYd+/exZEjRwAUTWAXERGBr776Ck2aNEFgYCDmzZsHR0dHbNiwAQAQHx+P/fv3Y/LkyejatSt8fX0xfPhwBAcHY8WKFRUqOxERERFRVaNx8ODs7IzIyEjR6R88eABnZ2dNdwMA+P3339G9e3eVUZv8/Pzw+uuvo1q1ajh79iw6duwIS8tnb18FBATAy8sLp0+fBgCcOXMGvr6+CAgIUKaxtLRE+/btlWnOnTsHQRDQpUsXlf2/8soriIqKUmmhICIiIiIyVxr3eejYsSN++uknbN++He+++26Zabdt24YTJ05gwIABGhcsPz8f9+/fR9++fbFs2TIcPHgQ2dnZaN++PWbNmoVq1aohMTERPj4+Jbb19fVFREQEACAyMhLe3t5q0+zbtw/Z2dmIjIyEtbW1Sj8JAMq8IyIi1OYBABJJ0T91y4v/1Bd9789YGKq+q6ry6pH1rT+sa/1ifesX61t/WNf6ZWr1rUk5NQ4eJk2ahFOnTmHBggXYvHkzOnToAH9/f5XRliIjI3Hu3DnEx8ejZs2a+PjjjzXdDZ4+fYqCggJs2bIFwcHBWLVqFeLi4rBgwQK8//77yleO1PW7sLe3R3x8PICijtteXl5q0wBARkYGMjMzS81HkaY0/rWdy+z74V/bufSD/I9ER2eWRCJBgGf5+6vKxNS3sdHl719X+Yg9j0yxvk0V61q/WN/6xfrWH9a1fplKfctkVqLTahw8uLu7Y9euXQgNDcW5c+ewa9euEjctgiAAADp06IDQ0NAST/TFKCgoAAB4e3tj5syZAIAXX3wRlpaWGDduHC5evKhxnpUhMiENtrb5JZZLJEUnTGRCGv6rjlIJ5SUQSRAERMSn6SQvU6NJfRsbXf7+dZVPeeeRKde3qWFd6xfrW79Y3/rDutYvU6vvrCyZ6LQVmiTO29sbmzZtQmxsLC5cuIDIyEhkZmYCKHpa7+/vj7Zt25b6qo8Yiqf+jRo1UlneqlUrAMCtW7cAQLnf4jIyMpQT0zk4OEAmK1khGRkZkEgkcHR0LDMNUDRrdmkEAWWeFOWt1zVTOEErk77ru6oSW4esb/1hXesX61u/WN/6w7rWL1Opb03KWKHgQcHb21urAKEs9vb2qFWrFp4+faqyXC6XAwDc3Nzg4eGB6OjoEttGRUWhbdu2AIo6UF+9elVtGk9PT9jY2CAgIAB5eXl4+PAhPDw8VNIAQN26dXV1WEREREREJkvj0Zb06ZVXXsHp06eRm5urXHb58mUAQGBgIDp37owzZ84o53QAgJs3byIhIQFdu3YFAHTp0gWxsbG4f/++Mk1eXh7OnDmDoKAgAECnTp1gYWGBEydOqOz/2LFjCAwMVE5IR0RERERkzow6eBgzZgxycnIwadIkRERE4Ny5c/jyyy/RvHlztG/fHiEhIZDJZJg1axYiIyPx999/Y+bMmWjatCm6desGAHjttdfQsGFDTJ8+HX///TciIiIwc+ZM5OfnIyQkBEBRP44hQ4Zg5cqVOHHiBOLj47Fhwwb88ccfmDx5siGrgIiIiIjIaGj12pIYYWFhOHr0KI4dO6bxtn5+fti6dSvCwsIwYMAAWFtb49VXX8Vnn30GoOi1qS1btiAsLAz9+vWDjY0NgoKCMGPGDFhYFMVFlpaW2LhxIxYtWoRRo0YhLy8PzZs3R3h4OF544QXlvmbOnAl7e3uEhobiyZMn8Pf3x/Lly5WtE6YgJ78QwcsOa51PTTsbbBtrOsdNRERERPpR6cFDWlqactjUimjUqBHCw8NLXd+4cWNs27atzDxcXV2xdOnSMtNYWlpi8uTJJt3SIAhAnnXpnbvFSpGl66A0RERERFTVGPVrS0REREREZDw0bnmYPn26Run/+usvTXdhUgZ88zssrGzUrpNIJOWOvV/TTv22RERERETGRuPg4ZdffhF1U1ycrma+NUZ5Vo6wsK54AMBXhIiIiIjIVGgcPNjZ2eGFF17A3LlzRaVfv349zp07p3HBiIiIiIjIuGgcPDRo0AC3b99G69atRaXfv3+/xoUiIiIiIiLjo3GH6YYNGyIrKwsxMTGVUR4iIiIiIjJSGrc8tGrVCpcvX8ajR4/g4+NTbvpu3brB09OzQoUjMmbvrfsDKbIcrfPJyS+EhbUOCkRERERUyTQOHnr06IEePXqITt+9e3d0795d090QGb0UWY5O5tUQ8lJ1UBoiIiKiysd5HoiIiIiISBQGD0REREREJAqDByIiIiIiEoXBAxERERERiaJxh2kiTehqRKKadjbYNjZIByUiIiIioopi8ECVSlcjEqXI0nVQGiIiIiLSBoMHIqIKYKsaERGZIwYPREQVwFY1IiIyR+wwTUREREREorDlgYgqDV/tISIiqloYPJBaurjpq2lno6PSkKniqz1ERERVC4MHUksXN3284SPSL7b0EBFRZdNZ8JCWlobbt2/jyZMn6NmzJwAgJycHNjZ8+kzGha0qVFWxpYeIiCqb1sFDREQEFi9ejHPnzkEulwMAevbsCUEQ0L17d8ydOxevvvqq1gUl0hW2qhARERFVjFbBQ2RkJN555x2kp6dDEAQAgEQiAVDUEpGcnIzJkycjPDwczZs31760RGS2dNVixNdxiIiIKk6r4OF///sfnj59Cm9vbwwePBhr1qxBdnZ2UcaWlmjcuDFu3LiBjRs3YvXq1TopMBFVPjE36hKJRPnQoDQ5+YWwsNZNmdhiREREZHhaBQ8XL16ERCLB5s2b4eXlhY0bNyqDBwcHB2zYsAEdOnTA9evXdVLYkSNH4ty5czh+/Di8vLwAAJcvX8by5cvxzz//wMrKCh07dsTMmTPh7u6u3O7Ro0fKV6tyc3PRqFEjTJs2TaU1JC8vD8uXL8evv/6KJ0+ewNvbGyEhIXjzzTd1UnYiU6Krd+eFvFQdlIaIiPSJgy9QWbSaJE4mk8HGxkZ5I/88BwcHSKVSPH36VJvdAAD27t2LixcvqiyLiIjAqFGj4O3tjf3792PdunVISEhASEgI8vPzARQFBSNGjEBsbCw2bdqEPXv2wN/fHyNHjkRsbKwyr7lz52L//v0IDQ3Fr7/+irfffhuzZ8/GoUOHtC47ERERkalQPEDS9p8uAhAyPloFD+7u7sjJycGZM2fUrt+6dSvy8vJQq1YtbXaDxMREhIWFYfDgwSrLN2zYABcXFyxYsAABAQFo0aIFFi9ejLt37+LIkSMAgEOHDiEiIgJfffUVmjRpgsDAQMybNw+Ojo7YsGEDACA+Ph779+/H5MmT0bVrV/j6+mL48OEIDg7GihUrtCo7EREREVFVoVXwEBQUBEEQMG7cOIwYMQIymQwA8NFHHyE4OBhLliyBRCJBUJB2TVZffPEFmjdvjh49eqgsP3v2LDp27AhLy2dvXwUEBMDLywunT58GAJw5cwa+vr4ICAhQprG0tET79u2Vac6dOwdBENClSxeV/F955RVERUWptFAQEREREZkrrfo8jBs3DsePH0dCQgIuXLigXH706FEAgCAIeOGFFzBu3LgK7+Pw4cM4d+4cDh06hJiYGOVymUyGxMRE+Pj4lNjG19cXERERAIpGhPL29labZt++fcjOzkZkZCSsra1V+kkAUOYdERGhNg/Sr/8G8ipzXVlpiADgvfV/ICVT+6Z0XXYGL69MYjqn17TX7dwj5vq3xGuJfrG+9cdQdW2uv1tTO7c1KadWwUONGjWwe/duLFq0CL///ruynwEAWFlZ4bXXXsP06dPh6upaofzT0tKwYMECTJ06FR4eHirBQ2ZmJgDAzs6uxHb29vaIj48HUBRkqOuTYW9vDwDIyMhAZmZmqfko0lQWiRGeVboqky6PLSe/EMHLftM6H3en6jopF39v+qXLY3siyzWqzuC6KtMTWYZO6ynA01kneZkq/9rOhi6CWWF964+Yuua1RHdM5dyWyaxEp9V6kjhXV1csXboUeXl5iIiIgEwmg729Pfz9/WFtrd1juYULF8Lb2xtDhgzRtphGq7yniYagqzLp8tgEAci1ctA6n0dpuhmqk783/eKx6S8fRV4R8Wk6y8+USCRFX/aRCWkwwtOlymF9648mda3L6xKvJaZxbmdlyUSn1Tp4ULC2tkaDBg10lR1Onz6N33//HT/++CMsLEp2zXBwKLqRVLRAFJeRkQEnJydlOkVfjOfTSCQSODo6lpkGABwdtX9KSURkSkzhy64yCQLrQJ9Y37pR3hCrol6BtNPtK5Dm/nsVc24bwySomvyetA4eMjMz8euvvyI6OhppaWlqT0qJRIKFCxdqlO/hw4eRk5ODPn36KJcp8n7ttdfQqlUreHh4IDo6usS2UVFRaNu2LYCiDtRXr15Vm8bT0xM2NjYICAhAXl4eHj58CA8PD5U0AFC3bl2Nyk5ERESkb1V5Mk1juMGuLKb2e9MqeLh8+TLGjx8vqk+ApsHDpEmTMGLECJVlN27cwGeffYb169fD19cXGzduxIkTJ5Cfnw8rq6J3tW7evImEhAR07doVANClSxf8/PPPuH//vjIIyMvLw5kzZ9CzZ08AQKdOnWBhYYETJ07g3XffVe7v2LFjCAwMRO3atTUqOxERERHpjqndYFdlWgUPCxYsQHp6+b+IinS8cXd3LzH6UWpqUQdFPz8/eHl5ISQkBAcOHMCsWbMwbtw4ZGRkYM6cOWjatCm6desGoKiVomHDhpg+fTpCQ0Nhb2+P1atXIz8/HyEhIcp9DRkyBCtXroSHhwcCAwNx6NAh/PHHH1i7dq3GZSciIiIi48PZs7WnVfAQEREBiUSCzp07Y+jQoahdu7bWnaQ14e3tjS1btiAsLAz9+vWDjY0NgoKCMGPGDGU/CUtLS2zcuBGLFi3CqFGjkJeXh+bNmyM8PBwvvPCCMq+ZM2fC3t4eoaGhePLkCfz9/bF8+XKt56ggIiIiIuOgixaMonzMtxVDq+DBzc0Njx8/xjfffKN8bagytWnTBnfu3FFZ1rhxY2zbtq3M7RQjQpXF0tISkydPxuTJk7UuJxERERFRVaTVDNPDhg1Dfn5+iRt6IiIiIiKqerRqeRg2bBiqVauG0aNHo0ePHqhXr57aydYAoH///trsioiIiMqgy3e5AVTZkW1If4omeD2sdT66Hj6WtKNV8BAZGYmtW7ciNTUVu3btKjWdRCJh8EBERAYn5gZb7Fj4xnZjrOt3uTmyDWlLELQ/jwCeS8ZGq+Bh3rx5ePDggagLLRERkaGxsyQRkXa0Ch6uX78OiUQCDw8P9OnTR++jLRERERERkf5oFTzY2dkhPz8fe/bsQc2aNXVVJiIiIiIiMkJaBQ99+vTB1q1bIZfLdVUeIiIiIrOh647uRJVNq+Bh2rRpKCgowPvvv4/Ro0ejYcOGcHBwUJu2du3a2uyKiIjIqOjips8YO17rkjF2UDe23xv74ZgmMSNJiT23TY1WwUOzZs2Qn58PoGiG5tJIJBLcvHlTm10REZEJMrYbNV3SxU1fVb/hM8YbY/7eSBfMeSQprYKHvLw8XZWDiIiqIN6oERFVLVoFDwMGDNBVOYiIiIiIyMhpFTwsWrRIV+UgIiIiMhm66uick18IC45yTyZEq+CBiIiItMOb0PKJ6Zwqhi47p+qqP4eQl6qD0hDpj1bBQ7du3cpNI5fLkZOTgz///FObXRERkRmryjfYvAktnzl3TiUyNloFD/Hx8WqHoZJIJACgXK74TEREVBG8wSYiMg5aBQ+lzd3w9OlTyGQyWFpaomnTpqXO/UBERMbHGF8RISIi46BV8HDixIlS192+fRvz589HtWrV8L///U+b3RARkR7xFREiIiqNRWVl3KBBA6xZswYXL17E119/XVm7ISIiIiIiPam04AEA7O3tYWVlhd9++60yd0NERERERHpQKUO15ufnIy4uDt9++y1ycnIgl8srYzdERERERKRHWgUPDRs2LDeNRCJB/fr1tdkNEREREREZAa2Ch+eHaFWnWrVqmDp1qja7ISIiIiIiI6BV8NCqVSu1yyUSCZydneHv748hQ4bA3d1dm90QEREREZER0Cp4CA8P11U5iIiIiIjIyFXqaEtERERERFR1aNTykJCQUOEdlTYbdXn27t2L8PBwxMTEwNnZGR06dMDkyZNRs2ZNAMC9e/cQFhaGK1euAABatmyJGTNmoE6dOso80tPTERYWhhMnTiAzMxN169bFRx99hKCgIGUaQRCwfv167NmzB48ePYK7uzsGDx6MMWPGVPiYiYiIiIiqEo2Ch65du0IikWi8E4lEgps3b2q83ebNm7FkyRJMmzYN3bp1Q3R0NObMmYOIiAhs374daWlpGDZsGF566SXs3LkT+fn5WLVqFYYPH45Dhw7B0bFohtSJEyciPj4e//vf/+Dq6opffvkFEyZMQHh4OFq0aAEAWL16NdavX48vvvgCLVq0wJUrVzB37lwAYABBRERERIQKvLYkCEKF/lVkP5s2bUL//v0xcuRI+Pr64pVXXsGECRNw5coV3LlzB9u3b0d2djaWLl2KwMBANGrUCGFhYcjIyMCOHTsAAJcuXcKFCxcQGhqKNm3aoE6dOpg8eTIaN26MNWvWAACys7OxadMmvP/+++jfvz+8vb3Rv39/DBs2DOvXr0dubq7G5SciIiIiqmo0ankYMGBAZZWjBIlEgoMHD0IqlaosV4zcJJPJcPbsWTRv3hxOTk7K9U5OTmjatClOnz6NsWPH4uzZs7CxsUHbtm1V8unUqRPWrl2LvLw8XL16FVlZWejcubNKmldeeQXr16/H1atX0a5du0o6UiIiIiIi06BR8LBo0aLKKodazs7OJZYdP34ctra2qF+/PiIjI9GjR48SaXx9fXHs2DEAQGRkJDw8PGBpaVkiTUFBAWJiYhAZGQkA8PHxUUmj+BwREcHggYiIiIiMVgV6FlRoW62Gai3u8ePHuHXrFjIzM+Ho6IhGjRqhRo0ausoeAHDixAns3r0bkyZNgoODA2QyGezs7Eqks7e3R0ZGBgAgMzOz1DQAkJGRgczMTAAokU6RRrG+MlSkD0ll01WZeGz6xWPTXz66xGPTXz66xGPTXz66xGPTXz66xGMTl0+Ap3OFt5fJrESn1Tp4iIuLw9y5c3H+/HmV5RKJBD169MDnn38OFxcXbXeDw4cPY9q0aejTpw/Gjh2rdX7GoiL9QSqbrsrEY9MvHpv+8tElHpv+8tElHpv+8tElHpv+8tElHpu4fCLi0yq8fVaWTHRareZ5SElJwZAhQ3D+/PkSHaTlcjl+++03DB06FDKZ+AKpEx4ejilTpmDw4MEICwtTRmmK1ofnZWRkKPtBODg4qG05ULRMODo6wsHBAUDJFgbFZ8WoTURERERExkgQtPsnllYtDxs2bEBiYiIAoFmzZmjSpAmqV6+OJ0+e4MqVK4iIiMCDBw+wefNmfPjhhxXax44dO/Dll19i6tSpGD16tMq6gIAAREdHl9gmKipKOc9DQEAA/vjjD+Tn58PKykoljZWVFXx8fJTHEBMTAzc3N2UaRV+IunXrVqjsRERERERViVYtDydPnoREIsGMGTOwc+dOfPbZZ5g8eTLmz5+PQ4cO4YMPPoAgCDhy5EiF8v/zzz/xxRdfYMaMGSUCBwDo3Lkz/vrrL6SmpiqXJScn49q1a+jatSsAoEuXLsjNzS3xWtXx48fRqVMnWFlZoUWLFnBwcMCJEydU0hw7dgzOzs5o1qxZhcpPRERERFSVaBU8PHz4EJaWlnjvvffUrv/ggw8glUoRFxencd6CIGD+/Plo3rw5evXqhaSkJJV/MpkM77zzDpydnfHJJ5/gzp07uHPnDj755BO4ubnhrbfeAgA0bdoUQUFBmDdvHi5evIjY2FgsWrQIDx48ULaGWFtbY/z48QgPD8dPP/2E+Ph47Nu3Dzt37sRHH32k0mJBRERERGSutHptycLCAvn5+cjLyysxFCqgXSeQhIQEPHjwAADQsWPHEus//PBDTJw4EeHh4Vi4cCHefvttSCQStGvXDlu3boWtra0y7dKlS7FkyRJMmjQJmZmZaNiwITZt2oSXXnpJmWbkyJGwsLDAqlWr8OjRI9SuXRszZ87Eu+++W+FjICIiIiKqSrQKHvz9/XHr1i0sXrwYs2fPhrW1tXJdXl4eFi1ahMLCQvj5+Wmct6enJ+7cuVNuOl9fX6xbt67MNHZ2dpg3bx7mzZtXZrr3338f77//vibFJCIiIiIyG1oFDz179sTNmzexZ88eHD16FI0aNYKTkxPS0tJw48YNpKenQyKRoFevXroqLxERERERGYhWwcOwYcNw9OhRXL9+HWlpaTh79qxyneKVpWbNmmHYsGHalZKIiIiIiAxOqw7T1tbW2LJlC4YPHw5bW1uVeR7s7OwwYsQIfP/99yqvMxERERERkWnSuOVBJpPBzs5O+dnGxgYzZ87E9OnTERERgYyMDDg6OsLf3x9SqVSnhSUiIiIiIsPROHjo0KEDunXrhr59+6JTp06wsChqvJBKpahXr57OC0hERERERMZB4+AhJycHhw4dwqFDh1CjRg307NkTffv2RePGjSujfEREREREZCQ07vPg5OSk7NeQkpKCbdu24a233kJwcDC+/fZbxMfHV0Y5iYiIiIjIwDQOHv78809s3boVw4YNg6enpzKQiIyMxIoVK/Dqq6/i3XffxZ49e5CRkVEZZSYiIiIiIgPQ+LUlCwsLtG7dGq1bt8Znn32G27dv49ixYzh27Bhu374NQRBw5coVXL16FfPnz0eXLl3Qt29fdO/evTLKT0REREREeqLVPA8A0KBBAzRo0AAffvgh4uPjcfToUZw6dQpXrlxBXl4efv/9dxw7dgw3b97URXmJiIiIiMhAtJrn4Xmenp54//338eWXX2Lq1Klwc3MD8GzCOCIiIiIiMl1atzwo3L59G0ePHsXRo0dx7949AM+CBkdHR13thoiIiIiIDESr4OHy5cvK/g6KUZYUAYOlpSU6d+6Mfv36oUuXLloXlIiIiIiIDEvj4OHUqVM4duwYTpw4gSdPngBQfS2pWbNm6Nu3L3r27AlnZ2edFZSIiIiIiAxL4+Bh7NixkEgkKgGDj48P+vbti759+8LHx0enBSQiIiIiIuNQodeWBEGAk5MTgoOD0a9fPzRv3lzX5SIiIiIiIiOjcfDw6quvol+/fujcuTOsrKwqo0xERERERGSENA4evvnmm8ooBxERERERGTmdzvNARERERERVF4MHIiIiIiIShcEDERERERGJwuCBiIiIiIhE0WqGaSIiIiIiMrz31v2BFFlOhbaV54vfjsEDEREREZGJS5HlIM/asULbymEtOi1fWyIiIiIiIlHY8lABgiAo/69JM486iu01ifjKykuSp115FPkA2peJxyY+Lx5b+fkAPDZ95KPIi8dWfj4Aj00f+Sjy4rGVnw/AY9NHPoq8qtKxFb+fLX6fq45EKC8FlZCYmAh3d3dDF4OIiIiISKceP34MNze3UtfztSUiIiIiIhKFLQ8VIJfLkZycDACwtbWFRCIxcImIiIiIiCpGEARkZWUBAFxdXWFhUXr7AoMHIiIiIiISha8tERERERGRKAweiIiIiIhIFAYPREREREQkCoMHIiIiIiIShcEDEREREekUx+Opuhg8EBERGQBvrgyD9a4fHMZev/R5XlvqbU9UqQoLCyGVSg1dDLMjCAIvkHrE85yqguzsbMTGxqJ+/fq8huhBbm4uLly4AJlMBi8vL7z00ku8jlSyBw8e4Ny5c8jNzYWnpyd69uxp6CJVWYrvRYlEArlcXub8DLrCeR5MWFZWFvbu3Ythw4YB4I1VZcvKysKuXbuQkZGBatWqYfDgwXB0dNTLH6o5un37Nk6cOIGHDx+iTp066NGjBzw8PAxdrCorPz8fmZmZcHFxMXRRqrS8vDz0798fUVFR2L59O5o3b663L3xzlJmZiSFDhqCgoADp6elITU1FcHAw+vfvj44dOxq6eFXS5cuXMWHCBNSpUwdPnjxBdHQ02rZti6FDhyIoKIjBsg5lZWVhxowZ6NKlC9544w0A0Mv1hMGDiZLL5Rg9ejTOnTuHESNG4NNPPwXAAKKyZGZm4s0330SNGjWQlZWFJ0+eQC6XY8yYMejVqxdcXV35BFGHLl++jNGjR6NTp06IiYlBZmYmMjIyMGfOHHTp0gX29vaGLmKVkp2djZCQEDRs2BBjx45FrVq1DF2kKislJQX9+/eHlZUVCgoKsHz5crRo0YLXj0qQl5eHd955B97e3vjss89QUFCAS5cu4csvv4S7uzuGDRuGQYMGGbqYVUpsbCzeffddDBkyBGPGjEF6ejpu3bqFTz/9FFKpFKNHj8Y777zDc11H1q5dixUrVqBp06YYPny4soWnsgMIPuowYcnJyfD19cWBAwewePFiAIBUKkVhYaGBS1a1FBQU4OOPP0a9evUQHh6OH374AXv27MHLL7+MJUuWYO3atXj48CEvhjry6NEjzJ49Gx988AFWrlyJn376CV999RXatGmDGTNmYPv27Xjy5Imhi1mlnD59GleuXMGhQ4ewbds2pKSkGLpIVdbt27cBAOPGjYOLiwsmTZqEK1euQCKR8F18Hbt9+zYKCgrw0Ucfwc3NDbVr10a/fv2wdu1aWFpaYv369dizZ4+hi1ml3L9/H87Ozhg8eDAsLCzg7OyMdu3aYe/evXBwcMD69euxe/dunus68vjxY9SrVw9JSUlYs2YNDh06BACwsLCAXC6vtP0yeDBRkZGRyMvLw6JFi9C6dWv88ssvCAsLA8AAQteSkpKQmJiIt956C5aWlrCzs8MLL7yAb775BgMHDsS+ffuwYcMGJCUlGbqoVUJiYiLy8vIQFBSkXNasWTMsWLAAb731FlasWIG9e/ciOzvbgKWsWuLi4tC+fXt07NgR69atw9atWxlAVJK8vDzY2tpi4MCBGDt2LJydnVUCiMr8wjc3GRkZuHPnDvLy8gAUtcwLgoAWLVpg3rx5cHBwwNatW3Hq1CkDl7TqKCgoQFRUFB4/fqyyzM3NDRs3boS9vT02bNiACxcuGLCUpk8ulyM/Px9RUVEYN24c1q5di6ysLKxdu1YvAQSDBxNlZ2cHKysreHl5Yfr06WjZsiV+/vlnBhCVwMLCAsnJyYiIiFAuKygoAADMmzcP/fr1w65du3Dw4EEUFBTwiYqWZDIZMjIykJ6eDqCoriUSCRwdHTFjxgwMHjwYK1euVH758GZLeykpKfDx8cGSJUsQHBzMAKIStW7dGp988gkkEgl69uyJCRMmqAQQFhYWvHZrSXFN8PDwgJeXFw4dOgSZTKZ8pVcQBDRp0gSzZs1CUlISfvrpJ2VgQdqpVasWqlWrhhMnTiA3NxcAYGlpqQwgNm3ahJycHPzwww8GLqlps7CwgEQiQZMmTWBtbY3AwEAsWbIEMplMLwEEgwcTZW9vj3nz5sHNzQ0vvPACZs2aVWYAkZ+fb8jimjQbGxt4enri9OnTyqcpioshAISGhqJbt27YsGED0tPT+fqSlho3bgwbGxts3boVQFFdK85ja2trTJw4ER07dkRoaCiePHnCjqY64O3tjWbNmgEAli9fjl69epUIIHhjpbns7Gzs2bMHK1aswMGDB5GXlwc7Ozu88soryi/0119/XSWAuHz5svIm96effsKVK1cMeQgmpaCgAJmZmUhISAAABAQEoEmTJtixYwcuXbqEwsJC5fVZ0QLx2Wef4fDhw7h27Rqv3RWgeLB27do1AEWtxMHBwSVaFxTfme7u7pg1axZOnjyJy5cvG6jUpqmgoABPnjxBTEwMgKI6ffPNN9GhQwcIgoCWLVuWGkAAwMOHD3VXGIGMnkwmE7766ith0qRJwsSJE4WEhARBEAQhOztbEARBKCgoEARBEB4/fixMnDhRaNeunbBo0SLl9t9//72wY8cOQS6X67/wJig3N1f4999/hUuXLgmPHz8WBEEQTpw4ITRs2FBYsmSJsr4FQRDy8/MFQRCER48eCR07dhS++eYbg5TZlD18+FC4cOGCcP78eSE6OloQBEHYvXu3EBgYKHz99dfKdIq6lsvlwqlTp4SOHTsKp06dMkiZTVlubq5w9epV4cKFC8L9+/cFQSiq24yMDGUdC4IgTJkyRQgMDBSWLVsmJCUlKZffunVLee2h0mVkZAi9e/cWgoODhTZt2giBgYHCwoULVdIUFhYq/3/o0CGhd+/eQseOHYWbN28K69evF5o3by5ERUXpu+gmKSMjQ/jwww+Fnj17Ci+//LLyOzAvL0/o37+/0L17d+HSpUvK67fiZ3JystC5c2dh165dBiu7qbpy5YowYMAAoV27dkLTpk2FDz/8UBAEQUhPTxeGDRsmtGnTRrh48WKJ7e7evSu0bNlSOHnypL6LbLIyMjKEcePGCa+99prQunVrYerUqcp1ins7xc9Lly4JQUFBQu/evYVff/1VEARBWLZsmTBx4kRBJpPppDyc58HIKUb5cXV1hVwuR0xMDN566y388ssvyiEVpVIp5HI53NzcMGvWLCxYsAC//PILqlWrBqlUijVr1uDgwYN8qiJCZmYmPvjgAzx8+BAPHz6Ep6cn1q5di6CgIHzwwQdYs2YNbG1tMW7cOFhYWMDSsuhPyMXFBR4eHnj69KmBj8C0XL58GbNmzUJeXh4ePXqEli1bYsaMGejRoweuX7+OLVu2oFq1avjwww+VT64sLS3RunVr5OXlITY21tCHYFIyMzMxevRo5fCJAQEBmD59usoIVoo6Xrp0KQBg3bp1AICxY8di/fr12Lt3Lw4ePAgbGxuDHYexy83NxfDhwxEQEIC5c+ciMzMTR44cwcqVK9G3b1+89NJLAKB8RUkqlSI4OBgAsHHjRgwYMADVq1fHli1b4Ovra8hDMQkymQwDBgxAnTp10K9fP0RHR+P777+Hi4sLxo4di8WLF2PKlCmYOXMmZs+ejZYtW8LOzg4AYGtrixo1asDR0dHAR2Fa/v77b4waNQpDhw7Fiy++iBs3buD777/Hhg0bMHr0aHzyySf48ssvMXHiRHz55Zdo166dss5r1qwJT09PWFtbG/goTINMJsMbb7yBgIAADBs2DLdv38a+ffvg5uaG6dOnK+/tFIMutGzZEmFhYfj000+xceNG/PLLLzh9+jR27twJW1tb3RRKJyEIVYrc3Fzh/fffFz766CMhNzdXyM7OFi5cuCC0bt1a5SmJ4umV4knKo0ePlE8NW7RoIdy4ccMg5Tc1MplMeP3114Xx48cLFy9eFLZu3Sr06NFDeO+994Tc3Fzh0aNHwsKFC4XAwEDhq6++EhITE1W2nzBhgrBq1SpBEAS28ohw48YNoUWLFsLy5cuFv//+W9iyZYvQpk0b4auvvhIEQRDu378vTJkyRXjppZeEsLAwlW3T0tKEgQMHCkePHjVE0U2STCYTevbsKYwfP164evWqsGvXLqFfv37CiBEjhMzMTJW0xVvXFL+DAQMGCM2aNROuXbum76KbnOPHjwtvv/22kJKSolx27do1oVOnTkJ8fLyQl5enkr745w8++EBo2bKlcO/ePb2V15QVFhYKs2fPFiZOnKhsOcvIyBBCQkKEiRMnKtPduXNHGDBggNCyZUth5cqVQkxMjJCcnCysXLlS+XshcTIzM4WxY8cKy5YtUy6TyWRC//79hQULFiiX3b17Vxg5cqTQqFEjYfHixcLJkyeF27dvC6NHjxYGDhyocp0h9QoLC4W5c+cKEydOVNZXbm6uEBISIowfP14lrVwuF+RyufKe8MaNG0JgYKDQsmVL4datWzotF1sejFhMTAyePHmCqVOnKiP0hg0bolatWvD29kZKSgpsbW1RvXp1AM/6OLi7u6NGjRqwt7fHzp07UbduXUMehsn47rvv4O3tjZUrV0IqlaJ169Z4+PAh/vjjD1haWsLd3R0TJ05E9erVsW7dOty+fRs9evRAYGAgjhw5gosXL2Lq1KkAwFaecuTn52PLli3o3bs3Jk2aBKCor8PFixdx584dCIKAOnXq4JNPPoGDgwM2b96MO3fuoE+fPqhZsya2b9+O/Px8lRGZqGzh4eFwc3NTnt/NmzfHo0ePsG/fPmULmoJUKkV+fj6srKywdOlS/PXXX4iPj8eOHTvQoEEDAx2B6Xjy5AkiIiKQlZWFGjVqAABcXV1Ru3ZtfPPNN7h+/Tpat26Nvn374uWXX4aVlRUAYMWKFThz5gz27t3L67YGIiMj0alTJ1haWiI/Px/29vaoU6cOHBwccOHCBWRnZ6Nt27bYtm0b5syZgx9//BGrV6/Giy++iJSUFKxduxa1a9c29GGYDIlEgri4OOX1VzGCWLNmzeDt7Y1t27ZBKpWid+/eWLFiBdavX49Dhw7h+++/R4MGDWBnZ4cffvhBec/CualKZ2FhgejoaDRr1gxSqRR5eXmwtrZG06ZNIQgCzp49i4yMDHTt2hXVqlVT2fbixYuoXr06duzYofPrCYMHI5aWloaoqCjIZDLlMkXP+fXr1+PWrVtwcHDA+PHj0b17dzg4OEAqlWLVqlUIDw/Hjz/+yC8gDcTGxqJ69eqQSCTIzc1FtWrV0LRpU6SlpWHnzp148uQJgoKCMHHiRDRv3hzLli3D119/DScnJ9ja2mLLli3w9/c39GGYBLlcjqioKPTo0QNAUcfS6tWrIzAwEPn5+Vi+fDmsra3RoUMHhIaGomPHjlixYgWWLl0KZ2dn1K5dG3v27OGXjwZiY2Nhb28PqVSqrO/GjRsjLi4Ou3fvRmpqKpo0aYIuXboAgDKgWLt2LZKSkrB3714EBgYa8AhMh6KTv1Csk/no0aMhlUphZ2enHNHq5s2b+OKLL9CgQQPcvn0bFy9exA8//MAATSRBEJCWlobY2FhkZmYCAKysrFBYWIjff/8djo6O2Lx5M/Ly8vDSSy8hNDQUS5cuxb179xAdHQ0nJyf4+PjA3d3dwEdiWrKyshAZGamsc2tra9y5cwe7d+9GkyZN8OjRI2RkZGDbtm1YtmwZpkyZgkGDBkEmk8HKygr+/v6wsLBQviJJ6gmCAJlMhnv37qFOnToAiupaLpdj//79ygdrFhYWWL16NRYvXoxGjRpBIpFgy5YtWLlyJbZt21Yp94GcYdqIPXr0CG+++SZWrlypnIF0yJAhyMnJwfDhw2Fvb48ff/wRFy5cwJIlS/Dqq68iMTERS5YswciRI/Hiiy8a+hBMyqhRo5CRkYHdu3crl/Xo0UP5ZSSVSvHgwQPMnTsXb7/9NtLS0pCZmYnCwkI4OzvDycnJgKU3PX379oWPjw9WrVoFALh16xaGDBmCl156Cbm5ucjKysKDBw+wfPlyBAcHIy8vD0lJSbC0tISbmxskEgm/fDQwZcoUXL9+HcePH1cu69WrFwAon1jdvHkT06dPx8iRIwEABw4cwLRp07B37140atRI/4U2YX/99ReaN28OADh16hTOnDmD8ePHK1siLl26hBEjRuCjjz7CmDFjUFhYiMzMTF5HKmDp0qVo0KABevXqBUEQMHnyZKSkpGD27Nmwt7dHXFwcJk2ahMaNG2P9+vWGLq5JE/6bCX3btm1o3bo16tevj8zMTAwbNgwtWrTAuHHjYGNjg1u3bmH69OmoXbs2wsPDS+RT2TMgVyWbN29GrVq10Lt3bwiCgHHjxkEmk+Hzzz+Hg4MDYmNjMXv2bLi4uGDnzp0AgKNHj8LPzw/16tWrnELp9CUo0hnFO2vJycnKZXFxccLq1auF9PR05bKMjAxh8ODBwsCBA5XLcnJy9FfQKkDRP+Gvv/4SfvvtN+Xy+fPnCyNGjBDi4uKUfR6mTJkiNGvWTDlKDVXc4cOHlfUol8uFCRMmCHPmzBFSU1MFQRCEv//+W3jvvfeELl26CJGRkSW2Lz5SDZVOcX5fu3ZNpY/IV199JQwePFiIjY0VBKHo+jJr1iwhMDBQuHr1qiAIRdcSxQhYJE5p52XxkawKCwuFwsJCoU+fPsKUKVP0VbQqp7S+ZefPnxeysrJUlm3fvl0IDAwU/v77b/ZJ0wFFHSrew3/w4EGJNN98843QtGlTtetIvOf7hly/fl1l1CS5XC7s2LFDaNCggdrRrSoDH9kZKUVEXrNmTQBFM2N6enpi3Lhxyh71EokE9vb28Pb2Vhl15vn33qhsiv4JinHuFSZOnIhq1aopR5Vxd3fHW2+9pRwTXNGMSBXTo0cPSCQSZavOsmXLlE2yQFEfiJ49e+KLL75AVlZWie351EocxfndpEkTlb44n3zyifL1PADw9PRE//79sX//fkRGRqJ58+aoVq0afHx8DFJuU/X8eal4wlq8hczCwgI5OTlwcnLiK0paeL5vmeJa0q5dOwCqT7ft7Ozg6ekJd3d39knTAUUdWlhYQBAEBAQEAChqmRAEARYWFqhRowYCAgKU9zFUMYrXchXnc5MmTQCo1nXNmjXh4eEBDw8PvZSJ374mQnHyFB+Sq7h69epxdmMdKiwshJOTkzJwUExS5uLiAm9vb3h5eRmyeFWC4hxWDDWsGBTAwsICeXl5AIDatWujQYMGymFEqeKKXzMU57MicFBMeOjm5gZ/f3+4ubnpv4BVjCIIVty8JiYmIiIiAunp6cjOzsbatWsRHx+P119/3ZDFrFKK930qLCxUCeRu374Nb29vDjFcCRTXFplMBolEAgsLC+Tm5uLEiROoX78+h8HVkeLX8Ly8PGVdA8DVq1fh6empt7pmy4ORe74zaHx8PO7cuaPsmLtv3z6cOXMGP/zwA9/91hFBEJR1/vTpUzg5OSk/HzhwANWrV1c+ZSHdUAwEkJSUBHd3d1hbWyMvLw/h4eHw8PCAt7e3oYtYJShaLBXn85MnT1CjRg3ltUPR36d+/foGK6MpKa2zvmL5kydPkJmZiRdeeAF//PEHFi1ahFq1asHNzQ1RUVHYsGEDz20dUPR9UjyZTUxMxM6dO1GzZk1lZ979+/fjhx9+4I2sjiiuJfn5+bC2tkZ0dDSWL18ONzc32NjY4Pr163jy5Am+/fZblbclSHOK81tRh4mJidi6dSucnZ1RvXp1PHjwAD///DO2b9+utz5TvNs0As9/ASlOEMXyhIQE3Lt3D507d8bDhw8xdepUFBYW4oUXXoBEIsF3333Hm1kdUPyB5uTkoHr16sjIyMDGjRtx7949eHl5ITU1FadOnUJ4eDhq1apl6OKaPMV5Hh8fD09PTyQlJWHFihW4e/cu6tevj/v37yM7Oxv79u2DRCJhBzstKa4nmZmZsLe3R3Z2Nnbs2IGTJ0+iUaNGSE5OxsWLF7Flyxa2PIhQ/CHD1q1bMWDAADg4OCjrOT4+Hn369MH06dPx9ttvo1+/fkhOTkZOTg5q1KiB7t27M3DQgcLCQlhaWiI2NhbLli3D/PnzYWlpiaioKHz77beoXbs2ateuje3bt3O0MC0Vf7NBIpHg4MGDWLduHfbu3Qtra2s4Ozvjl19+QZ06deDn54dNmzapTO5JpSstuCp+fk+bNg0bN26EhYUF0tPTsXHjRvj6+sLDwwPbt2/X6yuQHG3JiEyZMgVjxoxBgwYNVAKHPn36oH///pgzZw7y8/Nx79493L59G66urggMDOQwcxp4/g9U8VlxcYuLi8Obb76JTZs2oW7duvjll1/w/fffw8HBAV5eXhg3bhyHv9VA8fpW/F9xyZFIJDh69ChWrFiB1atXw9XVFZs3b8bFixdhb28Pf39/TJkyhV8+GijtC0gxZ0N8fDyGDh2KBQsWoGXLlvjpp5+UwZmfnx9CQkLYl0eE4g98Vq9ejb179+LQoUPKOXcSEhLw9ttvo0uXLggNDWXQq6XSWngUDxQSEhIwZMgQtGjRQjkzOgBER0fDwcEBVlZWcHBw0GeRTV5519xjx45h1qxZGDduHN5//33l8szMTNjZ2SmvQ7x2l6/4+S2Xy1UeTABFb5wMHz4cTZs2VTm/k5KSYGNjo+z/qk8MHgyo+JPUgwcP4uuvv8a+ffuUQ/klJCRg8ODBePXVVzF79mxlxyQ2/VVM8T/Q4v9X3FjFxcVh5MiRaNGiBb788kuVL3xBEFBQUKCczInK9/yrBIrJbRSfDx06hDlz5mD69OkYPHiwyrbF/zY4j4M4xespMzMTMplMOaQtUDTPw/Dhw9GxY8cSN7QFBQUqrzOROD/++CNu3bqFgIAADBkyBHl5eZBKpZg9ezZsbW0xe/bsEsHz8/+nshU/r3fu3ImkpCS89NJL6Nq1K4CiV+969eqF119/HZ9//rnah0OkGUWdy2QyfP3110hJSYGnpycGDhwIPz8/3L9/H/369cO8efMwePDgUs9t1n/5ip/fq1atwr1795CVlYUhQ4agc+fOSEtLQ8eOHfHWW29h7ty5RlO3DB6MwOLFi5Gfnw9HR0d8/PHHyhunH3/8ETdv3lT5AqKKKX4zunz5ckRHR8PKygqhoaGws7ODTCZDly5d0L17dyxcuFBZ38W3M/Qfqykp/orMnDlzkJycDAsLC3z88cd4+eWXkZCQgIEDB2L8+PF47733lNuxjium+Hk6b9483L9/H7du3cK4cePw5ptvonr16ujbty+aNWuGxYsXqz2/STMPHjxQzpMxcuRITJ8+XblO0VeKdGfChAm4dOkSLCwskJaWhvHjx2PkyJGQSqXYt28f3nnnHZ7LOqC4BstkMvTp0wd2dnaws7PDnTt34O3tjY8//hjdunXDlStX0KJFC0MXt8r48MMPERERgVdffRWRkZEYMGCAcgbvPXv24M033zSq85vBg4Hl5+dj5MiRuHTpEpo3b45vvvkGrq6uhi5WlVL8hnTChAm4desW3N3d8e+//8Lb2xtr1qyBr68vrl27hiZNmhjVH6gpy8rKQr9+/eDu7g4XFxc8ePAAMTExmDt3Lrp27YqnT5+yr46Offzxx4iIiFBOeOjm5qacxfvu3buoV68eg7MKUhfYXrlyBSNHjkS1atWwZMkS5ezcDIK1V/yJ7MmTJ/Htt99ixYoVSE1NxeHDh7F+/XoMHz4cn3zyCV+L0RFFncvlcuzevRtXrlzBV199hezsbMTHx2PMmDHIzc3FggUL0KVLF57jOvLTTz9h06ZN2LRpk0p/s9JeszYG/IvTs+ef9FlZWWHdunUIDQ3FL7/8gn379uHtt9/miBA6UvwL6K+//kJBQQF++uknWFpa4vz58wgLC8Po0aOxYcOGEvM8kOYU9S0IAvbv349mzZohLCwMFhYWiIiIwLp16zBv3jxIJBIMHDiQT7516M8//8Tdu3exfv16tR1xvb29jeaLx9QUv47k5eUpX19s0aIFNm7ciBEjRmD16tWoVq0a2rVrx9FldEBR37t27UJ0dDS6du0Kd3d3uLu7w8PDAxYWFvj2229haWmJsWPHsk+DDkilUuUwwtHR0Wjbti0AwNraGnXr1sWePXswaNAgrFy5EoGBgahduzbPcx149OgRrK2tlfd9ijqVSCSIiYnBn3/+iUGDBhnVd6XxlMQMFB93+unTp0hMTAQA2NraYv78+ejevTtWr16NAwcOID093ZBFrTIUX0Dr16/HTz/9BFdXVzg6OsLW1hadO3fGzJkzIZfLMXbsWERHRxu4tKZP8eUzc+ZM/PPPP2jUqJHynA8ICMC0adPQs2dPzJs3Dzdu3DCqi6Gpy87ORkZGBvLz80usi4mJwbfffounT58aoGSmrXjgsGLFCkyfPh1jx47FqVOnkJmZiVatWmHDhg24desWli1bhj///BMAVAYHIPGK19kff/yBZcuW4dixY8qATRAEODk54f3338cHH3yATZs2YcOGDfzO1JGzZ89i/fr1OHPmDHJycgAUXdfz8vJQs2ZNrF27FhEREfjxxx8BlJxzisRTzLeTm5uLp0+fIjk5GQCUowsCwOHDh7Fz505kZGQYrJzq8JtbT4p/Ac2bNw/jxo1DcHAwli1bhsjISFSrVg3Lli1Dhw4dsGTJEvzyyy9Gd7KYEsUfpSAISExMxJYtW/Drr78iJSVFmcbKygqdOnXCZ599hsLCQkyYMAERERGGKnKV8fTpU5w6dQr79+/Hv//+q7wIAoCrqyvGjh0LT09PbNiwAfn5+bzB0hHFu+CK2eaL1/vDhw+xbt06lZnoqXzFRz0ZN24cDh06BB8fH0RHR2PevHnYu3cvMjMz0a5dO2zcuBG3bt3CypUrcfr0aQC8sdLU80+xg4KCEBISgvT0dGzatAm3b99WrndycsKIESMwYcIErF+/Hlu3buW1pAKer7NXX30Vixcvhlwux6ZNm5TBsLW1NQoLC+Hp6Ym6desiPj7eEMU1aYr7EgXFtaVXr154/PgxVq9erQzYFA/W/Pz8kJWVVWJbQ2PwoCfFv4AuXbqEN998E6NHj8amTZuwZcsWPHjwANbW1vjf//6HDh064H//+x927dqFzMxMA5fcNCnq+9GjR3Bzc8P27dvh5+eHkydP4rvvvlOms7KywiuvvILZs2cjMTER06ZNU/vklkpX/CYVAF544QXs3r0bDRs2xPHjx3HkyBGVOq1Tpw58fHyQnZ0NKysr3mBpqLQvkS5duqBNmzb49NNPce/ePZVWnVq1aqFevXrKWbxJHMW5uWTJEkRGRuLHH3/ElClTMHjwYGVAtm/fPmRmZqJt27bYuHEj/vrrL2zcuBHZ2dkGLr3pUdT3jBkzMHXqVADA6NGj8cEHH0AikWDevHm4c+eOMr2joyPee+89TJ48GcHBwbyWaEgxylphYSEyMjKUD9f69++P0NBQ5OXlYdWqVcoAQiqVwsbGBpmZmXB2djZgyU1P8QfIx44dw5YtW/DLL7/g3r17qFu3LqZNm4ZffvkFCxYswMOHD5Xb/fXXX3jhhReMbmZ09nmoZMXf6f7+++/x4MED7N69G87OzsonJTt37oRMJsO4ceMQEBCAFStWYMKECfjuu+8waNAgAx+B6Vq6dCm2bduGH374AQ0bNsTSpUvx8ccfY9u2bbC2tlaO8mNpaYn27dtj6dKl8PHx4XCsGlAMx1pQUICUlBQUFBTAwcEB3t7eWLFiBUaPHo2vv/4aEokEPXr0gEQiQV5eHlJTUzmfQAUU/wLaunUroqKi/r+984yL6nr6+G/ZpSk2RDRRFAusikHsBRURxZqoKDZQQKRYALHrX2IHFVGaWABBxYKaYFcs2BNrYolioojSBKSzLLBtnhc8ewOWiImBgOf7Brh7l8+5s2fPmZkzBQqFAp06dcL48eMxf/58zJs3D9OmTYOfnx+MjIzQoEEDHDt2DDKZjBVj+AglJSVcWUolEokEjx49wpgxY6ClpYXt27cjMjISO3fuRHBwMLZu3QoigpWVFXr37o1Tp04BANfzgfFp5Ofng8/n4+jRo2jYsCG8vLxgb28PmUyGqKgorFy5EitXruQavjVs2BDOzs7McPhElM3HRCIRli1bhqSkJJSWlqJNmzZYs2YNxowZAwDw9vbGwoULMW3aNKirq+PevXtQUVHBggULqvcBahAKhYJbt93c3PDHH39AKpWiqKgIAODj4wMrKysAwKZNm/Dw4UO0aNECWlpaiIuLQ1RUFOrUqVNt438frNrSv4BIJMKlS5fw7bffAvhzw/f09ASPx8PmzZsRFhaG0NBQBAYG4sWLF1i9ejXGjx8PKysryGQytG7dGgqFgnV6/Qfs378fu3fvBgD4+/ujQ4cOSExMxNy5c1FYWAgHBwdMnTq1mkdZcylfjtXNzQ25ublISEiAiYkJpkyZguHDhyMpKQkuLi7IyMjAwIED0b59ezx+/BgJCQmIiYmBqqoqS7irJOXlNGfOHMTHx8PIyAi//fYbJBIJjI2NERwcjF9//RXBwcG4ffs2mjdvjiZNmiAhIQERERHo0KFDNT/Ff5eSkhL0798fdevWxa5du7hKYAUFBZgwYQKWLl0KqVSKNWvWYNWqVRg4cCCePn0KOzs7aGpqQkVFBVpaWoiOjmaGwyfwvqIJ6enp2L17NyIiIjB58mSsWLECABAWFoaoqCjo6elh6dKl6NixY3UMucajXEvEYjGsrKygr6+Pfv36ITU1FZcvX4ZYLIavry969uyJEydOwMvLCwBgYWGB/v3749tvvwWfz2cN4D4RHx8f3Lp1C1u2bIGuri7S09OxatUq3L59G8eOHYOhoSEePXqEnTt3orS0FM2aNYOdnd1/szEtMT4rUqmULCwsSCgU0q5du7jrMpmMfHx86MiRI3Tr1i0aOHAgXbx4kYiIMjMzycrKioRCIfXo0YPMzc0pPT29uh6hRiKTyd57PSYmhiwtLcnCwoKePHlCREQvXryg7777joYMGUKhoaFVOcxah1gsplGjRpGrqytduHCBIiMjycXFhYRCIR06dIiIiJKSkmjs2LEkFApp2bJldPDgQe79Uqm0uoZeYwkKCqIxY8ZUWCM2btxIQqGQjh49SkREeXl5tG/fPvL29qawsDB6+fJldQ23xpCenk4mJiYkFApp+PDh9Pz5c+61N2/eUGlpKS1cuJDmzp1LpaWlRESUk5ND06dPp/nz55OHhwf9/vvv1TX8GolEIuF+f3vPS0tLIx8fHxIKhbRy5Uru+q5du8jExIQcHR25z4Hx6SgUClq3bh05OztXkOOOHTtIKBRy+glR2T7aq1cvmjFjBt26dYuIiORyOSkUiiofd00lKyuLvvvuO25fJCqb46amprRixQoi+lOPUX4v/sv7IzMZ/wU6deqEvLw8bNiwAYWFhXB3dwefz8ecOXOgpaWFLVu2oGnTpujZsyeAsnjknj17wsLCAlKpFKNGjULTpk2r+Sn++1A5T6zySPDx48cVYrvHjBkDIsL27dvh5uaG4OBgtG/fHgEBAXBwcMDx48dhbW3NGjp9IkrZh4eHo379+ggICOBkLpVKcfnyZe6zUYYwzZo1Cw8fPuQ6wwJgXqu/waNHj2BiYoLGjRsDALKzs3H8+HFMmzYN3333HRQKBRo0aIApU6ZU80hrDkSExo0bY9y4cUhISEB+fj4cHBwQERGBtm3bQkdHByUlJYiPj0ezZs24uS4SidC6dWssW7YMCoWCzedKUFJSgtjYWIwePZoLEV20aBEyMzOxdOlSLhzpq6++gr29PYgIu3fvhrq6OpYsWQIHBwcIBAL079+f5fD8A3g8Hp4/f44GDRpwn8OFCxewY8cOrF69GoMGDcKLFy/Qpk0bjBkzBnK5HBs3bsTWrVshlUphampazU9QM1Dulfn5+UhISOByBBMTE2FnZ4dBgwZh5cqVyMnJwfbt2+Ho6MiFlyr1mv8iLGH6MyMQCGBiYoL69evDwcEB4eHh2LJlCwBAS0sLAPDmzRukpKRwVQ6KioqQmZmJcePGwcPDg8WCVwJlLeryyXNbtmzBpEmTcOXKFUgkEu762LFj4ezsjIKCAnh4eOCPP/6Avr4+IiMjsXXrVmY4/A2UhsHLly/B5/O5Tfz8+fPYunUr1qxZg/Hjx+PVq1d4/vw514xPJpNh48aNOHPmDEtM/xuIRCL8/vvvKCkpgUAgQHJyMteJdNmyZcjKysKCBQtw+/Zt7j3EIlM/Co/Hg0AgQJ8+fXD//n1MnToVnTt3hr29PRISErh7unbtiocPH2L//v0QiUQ4evQofvvtN4jF4v/0Rv9fQSQSwdraGitXrsSePXu4661bt8bNmzexffv2Cmt6s2bNYGtriw4dOiAyMhJLly4FAEydOhX6+vpVPfwaSVJSEk6dOoXg4GDcuHGDS+SXSCTIz89HYWEheDweYmNjsXDhQixcuBATJkzAq1ev4OTkhLi4OADAuHHjsHTpUty6dQt79+7lqgIx/kQmkyErKwsXL17ElStXkJCQwOU1tGnTBi1btsTly5eRnZ0NBwcHmJmZYeXKlQCAI0eO4Oeff0bTpk25teS/HM7L3CT/Avb29jh06BBSU1Mxb948bNiwAXw+H+7u7gCA9u3b49y5c1i9ejWsrKxw7949PH78+D89Uf5LFBYWwsrKCsnJyUhJSYGTkxNat26N8ePHIy4uDuvXrwcAmJmZcUrtuHHjEB8fj6ioKNjY2GDv3r1o3759dT5GjSEhIQFXr17F06dP0aVLF1haWkJbWxtAWbWqly9fAgCuXbuGRYsWYfHixbC2tkZKSgocHR3h6emJdu3aQU9PDzt37sSkSZOwY8cODBgwgCWnvweJRIL4+Hjcvn0bEokE6urqGDp0KHR0dKClpYXBgwfj2LFj6NOnD/z9/TFw4EB8//33AMq6SN+/fx+LFy/m/h9bVyqPhYUFBg0ahBMnTmD+/PlYv349HB0dER4ejrZt22Ls2LFITEzEunXrEBYWBrFYjIiICM4xxPgwYrEYffv2Ra9evVCnTh1ERERALpfDwcEBM2fORN26deHt7Q2FQoFZs2ZxJxB6enro3bs3NDU1ce3aNWRmZqJJkyZsXleCu3fvYsmSJeDz+UhLS0PPnj3RsWNHaGpqQk1NDZMmTYKXlxeWL1/OGQ+TJk0CAGRmZqJu3bro0KED5z0fM2YMBAIBjIyM/nPVf6qboqIirFmzBgkJCXjy5AnU1dUhFosxYMAAjB07FsOHD8fUqVOxdu1a9O/fH1OmTMHy5cu596enp6Nt27ZcE8r/+vxmxsNnRplEamtri9OnT0MoFMLDwwNbtmwBEcHDwwPTpk3Dq1evEBsbi7i4ODRo0ADBwcEsOboSSCQSDB8+HL1794a1tTU2b94MhUIBJycntG3bFjt27ICzszO8vb0BVDQgWrdujYEDB4LP57OExkpy9+5dLFiwAI0aNUJpaSlSUlIwZMgQ7vXBgwcjLi4OkydPxtOnT7FixQquSodcLkfdunXRokULAGUecD09PURHR0OhUKBu3brV8Uj/aUQiERYuXIisrCy8efMGmpqaSEtLw+7duzF69Gg4OzvDysoKN27cwLJly2BqaorVq1dz779+/TqaNm3K5vdHkMvlkMvl3NqgUCi4jq79+/fHzp07AZSVaPX09MT06dMRHh4OExMTrFixAr///jsyMzNhYWHx3m7ejHcpKiqCjY0NFi9ejIyMDMycORO7d+8GEWH69OmYNm0aFAoF5/yZPXs2DA0NAZQ10bKxsYGZmRkz1CrJL7/8AkdHRzg5OWHUqFHQ19dHdnY2GjVqxN0zYMAAjBw5EjExMRg2bBgX6lhSUoKdO3eiSZMmaNq0Kde0TEVFBaNGjaquR/rPIhKJMH78eLRr1w62trbo378/iouLcfXqVURGRsLb2xtyuRyTJk3CixcvcPToUWRkZOD169fIzc3FmTNnEBMTg+jo6JoTilc9qRa1g9LSUhKJRFxSi1wu5177448/qE+fPrR3714iIgoJCSGhUEibN2/m7rl//z7duXOHJUd/AmKxmGJjY7m/g4ODSSgU0uLFiykhIYGIiFJTU2nkyJFkbm5O586do+LiYiIqSyrdt28fiUSiahl7TeOXX34hExMTCgoKoszMTCIiKioqqnCPSCSilStXkomJCY0fP567XlRURNOnT6cpU6ZU+F4wPkxhYSFZWFjQnDlz6Pbt20RUtsakp6eTq6sr9ejRg5YsWUKlpaV0/vx5GjZsGA0cOJAOHTpEp0+fpjVr1pCJiQlXGIDxfgoLC2nChAm0YsUKOnbs2HvvGTlyJHl4eBARUUpKCk2ePJkGDBhQIYmaUXnel1ibkpJCVlZWZGZmRuHh4dz1iIgIEgqF5ODgQHv27KENGzZQ//79KS0trSqHXKNJTk6mUaNG0Y4dO4iI3rsGK/fFpKQkmjdvHgmFQnJzc6NFixaRra0tjRw5kkvcZWv4hyksLKQBAwaQm5sblZSUcLJS/rx58ybZ2tpS//796ebNmyQSiSg0NJQGDBhARkZGNHjwYBoxYgQ9fvy4Oh/jk2HGw9+kqKiIevToQSNGjCAfH5/3VtnYtm0bmZqaUlJSEhUVFdH27dtJKBSSv79/NYy49rJ169Z3DIiUlBQaNWoU9ezZkzw9PWn+/PnUpUsXSkxMrN7B1hDS09PJysqKtm3b9s5rykUxJSWFiMoUXB8fH+rTpw+Zm5uTs7MzWVlZ0ahRo9jmU0kKCwvJzMyMPDw8KlQOK//7qlWrqFu3bhQUFERERJcvX6Z58+ZRx44daejQoTRlyhSKj4+v8rHXNDZv3kxCoZD69+9PXbp0IQcHBzp48CDl5eVx95w6dYoGDRpEP/30ExERvXz5kqZOnUqdO3emFy9eVNfQaw3KeZ2amsoZEGFhYdzr0dHRZGpqSj169KDBgwfXOMWqulAaaWfOnKGpU6dSZmYmKRQKzsGZnZ1NMTEx5OjoSMOGDSNHR0fOKDt06BBNnjyZZs+eTRs2bODe81+u+FPdFBYW0rBhw8jV1fWd18obzD/99BOZm5uTi4sLSaVSKikpoby8PIqNjaVHjx5xzrmaBDMe/iZ3794loVBIQqGQJkyYQEZGRrRmzZoKXvH4+HiytLSkAwcOEFFZub+dO3eSUCjkPAKMv095hbS8AaHc3AsLC2nGjBk0bNgwGjduHFOsPoFbt27RmDFjOE+rcgPJysqiqKgosrW1pc6dO9PEiRPpxIkTRFS2QC5fvpy8vLxox44dbPOpJEVFRWRmZkZ2dnbctfJzu7wB4ezsTKampvT69WsiKtugUlNTKTc3lwoLC6tszDWdefPmkZGREW3ZsoUmTpxI3377LXeK8/z5cxKLxWRpaUkbNmwgojI5JyQkkJOTE3NAfCbeNiDMzc0rlHFOSEig58+f05s3b6priDWWoKAg6tu3L+Xk5BBR2fx98uQJTZw4kYyMjMjc3Jysra2pV69e1LdvXy764e3Stx8qgc4ow8/Pj4RCIW3fvp0KCgqIqKLRUP73qKgoEgqFtaacM2sS9w+4cuUKPDw8MHDgQHTo0AGxsbFIS0uDkZERJkyYgKFDh2Lt2rW4fPkyzp8/Dx6Ph+zsbJw4cQL9+vX7bzb+qGGUbzAUEhKCwMBA2NraYtasWVxSb35+PgQCAYux/wQiIyMREhKCQ4cOQV9fHzKZDL/99hsX792qVSsIhUI8e/YMhYWF2LhxI/r27fvO/ynfEZnxfu7evQtbW1uYm5vDw8ODS+SncqWIlXJMS0vDqFGjMGPGDMyaNeu9DbYYH6Z8UysnJye8fPkS7u7uaNCgAS5evIhTp05BQ0MDLi4uSElJwf79+xEdHc01I5NKpSzJ/zOinNcpKSlwdXWFmpoaIiMjUb9+/eoeWo0mOjoa69atw+TJk9GmTRs8fvwYJ06cQL169TBy5Eh4eHiAiHDz5k0sWbIECxYsgLW1NWv69jeYM2cOLl26hJkzZ8LGxgaNGjWqsHZTmZOeW7vXrl1bO/JGqtFwqRXExsZSx44dKSAggH777Te6dOkSjR07lvr27Utjx46liIgI6tGjR4VmZCyE4/NSXp4BAQFkZGREDx48qMYR1XwePHhARkZGNG/ePAoKCqL58+dz8ZkBAQHcfSkpKdS1a1cKCQmpxtHWfM6fP0/ffPMNzZgxo0KIRnnPlVwup6KiIhoxYgR5e3tXxzBrBeVPwqZPn06mpqZ05swZIirL89m8eTN16dKFzM3NycjIiHx9fVkzsn8R5ecRHx9PQqGQrl27Vs0jqh3MnTuXOnbsyEVIeHl5cQ3elBQWFlLXrl1pz5491TTKmkv5dWTmzJnUoUMHCg4OptzcXCJ6N89HLpeTsbFxhSZxNRlmYv5DLC0tsWnTJixYsAC5ublYvnw5TE1Ncf78eZw8eRIbNmyAmpoarly5gmnTpkFNTY15Cj8zKioqnAfL1dUVP/zwA65cuQJjY+PqHlqNhIhgbGwMLy8veHt7o7S0FKqqqrCxscHIkSM5ucrlcjRv3hzNmjVDaWlpNY+6ZjN48GD4+flh3rx52LJlCzw9PdGxY0fweDzOi6WiooI6deqAz+ezHhn/AIFAwHlYw8PD4eTkxJVMHDJkCLp06QJra2vs27cPFy9exPnz5zFnzpxqHnXtQTmflRWulJ7u+vXro02bNuzU4R+i3Au3bNmCuLg4CAQC1KtXD126dHnnnpcvX6Jdu3asbPnfoPw6EhISglmzZmHr1q0AABsbGzRs2JCb60SEO3fu4KuvvqrwOdRkmPFQSajcMdTbDB8+HDweDwsWLIBUKsXy5csxYsQIjBgxAhcuXEBcXBwuX76MwsJCriss468p/6V7W+7lQzXeDovh8XhceTnG30Mp74kTJ6Jv374QiURQU1Or0LxQKffExERoaGhwYR2Mv8+QIUOwefPm9xoQyjmfmJgIgUDw3hAxxrt8aN0WCASQSCRQU1NDaGgoHB0d8f3334OIMGDAALRo0QKenp5wc3NDfn4+q2n/GVCuGWKxGHXr1oWKigp++ukniEQidOzYEUeOHEFBQQFbu/8hfD6fk/WgQYMqvKZcR/h8PiQSCQICAqClpYVu3bpV02hrNn9lQEyZMqVCCFNcXBwaN25ca3RAlvPwET4Ws11ekT19+jQWLVoEKysrzJ07l4u5l0gkkEgkrD51JZDJZJBKpcjOzub6A5RH+Xnk5ORAoVBAR0cHsbGxePbsGVq2bImEhATs378fR44cQatWrarhCWoP5ee2cgEsHxNbUlICNzc3lJaWIiIiguU2fCbOnz+PefPmoXfv3pwBocTX1xdXr15FWFgYU7I+gbfXceXf+fn5XId5JycnPHz4EKtWrYKZmRnrlfEJSKVSiMViTpZvo1w3UlNTYW9vDx8fHxgYGGDkyJHIyspC8+bNoaKigoCAAOaIqAT0Vkz92wZy+dMdFRUV7qdUKuX69WzevBlpaWmIiYmBqqoqy5/6CEpV+X3OCKUjAgBcXFxw7do1zJ49mzuB8Pf3x+7du3HgwIHac8pT1XFSNYnCwkKaN2/eB6v0KCsRZGdnc6W2zpw5Q0ZGRrRq1SrKzs6usrHWBgoLC2nWrFk0dOhQsrW1pWfPnlV4XRljmJKSQoMHD+YqcyxZsoSEQiGZmZmRtbU1q3NfSZKTk7m+DR/Lw1HGb6amppJMJqM7d+7QjBkzKpRjZZU5Ks/75F3+2pkzZ6hTp04VciCCgoLI2NiYze+PUFRURBEREbRx40basWMHpaamVnhdOV+V64iyHCsRkYuLCwmFQjp//nyVjrkmIxaLycbGhry9vSkrK+uD9yUnJ9OgQYPIy8uLm+uJiYl09epVun79Out39Akoc3CUc/nt+Hrl3+XLCkdFRVHPnj1pyJAhNH78eJo+fTr3flYR78MoZamU0duyVu575Us9K3MgwsLCaP369dSpUyd69OhRFY24amDGwwcoLCwkU1NTrlHQ25RXZC0sLLhyrERlSdRCoZB8fHxYcnQlKSoqoqFDh5KbmxtFRUXRuXPnuNJn5UlKSqL+/fvT999/X0G2CQkJ9Pr1ay5ZifHX3Lt3j4RCIS1ZsuS9rysXyPv371NGRgYREZ08eZKEQiH16NGDRo8ezdWsJmKbz8eQyWRUXFxcwaHwvn4O5R0R586do06dOtGcOXNo2bJltXID+twUFhaSpaUl2dra0nfffUdDhgwhExMT2r17dwXlNCkpiVNkFQpFhc/C3d2d6xfD+DinT58moVBIpqamFBgY+F6nmVgspoEDB9KSJUu4tYXtjX+Px48f05IlS8jW1pZmzJjBOTflcjkpFApOvmfPniWhUEiPHz8muVxOP//8M3l5eVFgYCCdO3eOm/Ns7f4wIpGI1qxZQy4uLjRt2rQKsiZ616FZ3hExZ84cEgqF1LVrV/rtt9+qfvD/Mixs6T2IRCKMGjUKJiYm8Pf3B/D+o8Hk5GTY2NjA3NwcK1asqHDkd/HiRejr61eIE2d8mB9//BExMTEIDQ3l4ouzs7NRWlqK4uJiTo5Lly6FXC7Hhg0bKhzLMirPrVu3MGPGDJiYmIDP52Pbtm3Q0NB45xj8/Pnz8PLygp+fH0xNTfHrr78iISEBpaWlEAqF6Nq1K1RUVFh5v48gEomwatUqJCUloaioCObm5pg/fz6AMlnL5XIupMPOzg4zZszApEmTAAAXLlzgknVjYmLQoUOHanuO/zoymQyzZs2CmpoaNm/eDB6Ph+TkZOzatQtHjhyBjY0N7O3toaenB3Nzc/Tq1Qs+Pj7cvGfz+O8RGhqKn3/+GQ0bNsTp06cxa9Ys2NracmG7Sn777TcYGRl9MHeQ8XF++eUXuLi4YOjQocjPz8ezZ8+QnZ2N/fv3w8DAgFu7T58+jTVr1sDd3R2TJ0/+4P9jpbQ/jEgkgpWVFZo1awZ1dXW8evUKmZmZOH78OFq2bMndl5ycDHt7e5iammLVqlVQKBScTJcvXw5bW9vaE6pUnuq0XP6LFBYWkoWFRYUThw9Z5gsXLqSFCxe+c4zF+HQ2bdpEY8eO5f4+f/48jR07lnr27Ek9e/akuXPn0suXLykjI4PJ+x9w69Yt6tixI0VGRlJCQsIHy9qeOnWKTExMKjRteh/Me/jXiEQiGjJkCLm4uNCOHTto3rx5JBQK3ylt+6ETNSKia9euMU94JUhPT6cRI0bQhQsX3nktICCAhEIhrVq1irKysig+Pp6tI58Jb29vWrNmDRERzZ49m4RCIQUEBHAnEEzOn4esrCyytrbmOswTlZ0MDxkyhFxdXUkqlZJMJqPc3Fzq1q3bO+VX2edQeSQSCTk5OZG7uztJJBKSyWT06NEj6tevH4WHh3P3FRYW0sCBA2nx4sUV5PslnOYwN0s5ZDIZJkyYALlcjk2bNgH4sykQEeH69et48+YNVFVVMXz4cCxcuBBNmjSp5lHXDtq2bYsrV64gIyMDqampWL16NcaNG4evv/4aqamp2LdvH7KzsxEcHMxOHP4mN2/ehJOTE+bOnQs7OzuuJOvDhw9hbGzMeaFEIhHOnj2LefPmYeLEiX/5P9ln8GHkcjnWrl2Ljh07ws/PD3w+H3l5eSgsLMSjR48q3BsUFITevXtj5cqV73hm+/XrV5XDrtGIRCKkpKS8c93d3R1AWSPJli1bwt7enisVyvh70P97uVu2bMkVAwkODoa7uztCQkIAgDuBYOv1Pyc7OxtZWVno06cPd61z587o0aMHfv31VygUCqipqaFhw4Y4e/YsdHR0KryfzfXKk56ejoyMDPzvf//jmkIaGhqiWbNmaNWqFdLT06GmpgZtbW1s27YNQqGwgny/hBPM2v+En4BAIMDQoUMRFhaGAwcOwMrKCnXr1oVCoYCDgwPevHmDtLQ0lJSUICYmBt7e3gDAFsbPgJ6eHpKTk3HhwgXUq1cPEyZMwKxZs6CiogKJRAJjY2PMnz8fvr6+WLNmDZP3J5KQkAB7e3vMmzcPTk5OAMo2k6+++go//vgjbG1tuaNWLS0trF27ltVb/4cQERITEzFo0CCuN0PDhg3Rq1cvJCQk4MaNGygtLcWgQYOwaNGidzZ7xqfRqFEj6Orq4syZM7CyskK9evU4A4HH48Hd3R1ZWVkICAjA4MGD31vNjfHXyGQyFBQUAAA0NTWhqakJa2trSCQSLuwrMDDwvQYEAPz+++/Q19eHurp6tT1DTUUsFiMtLQ25ubkA/nRsdu/eHTdu3EBBQQG0tbXB4/HYWvIPycvLQ2JiIsRiMXdNLpejoKAAkZGRiI+Ph5qaGpycnDB69Ogv0jBjGtj/Q/+f+uHh4QEnJyd4e3vj6NGjKCkpgbu7O9TU1LB+/XocPnwY69evx8OHD7nTCabIfhpSqRSZmZl49uwZd61bt26YNm0afHx8EBoaClVVVU6uampq6NevH6ytrXH79m1kZmZW19BrLKWlpdixYwecnZ0BlC2EQFkzm6KiIty6dQtAmSEMgBkO/xAiQl5eHlJTU5Gens412iMiHDp0CLdu3cLChQvh6ekJOzs7FBcXA/hT/oyPI5PJkJOTg5ycHBQVFUFNTQ2LFy/G06dPsXHjRgBlazOVFQYBAEyfPh26uro4evQogD/XfcbHEYlEcHFxgZOTE4YPHw5PT09cunQJampq0NLSgkAg4JoXBgYGwtLSEiEhIYiKikJpaSn8/f3h7OyMkpKSan6Smknr1q1hYGDAGQZKj7hYLIZUKoW6ujpUVFS+SEX2c6Ovr8/lOgBl64SzszO0tLQwbdo0BAQEYNCgQdi0aRMuXrwI4Mtbu7/4kwepVIrc3Fzk5eXB0NAQQNkRt0KhwNq1a/H06VPUq1cP//vf//DVV18BAFq1aoU//vgDx44dQ3JyMvT09KrzEWoUIpEIrq6uyMrKwsuXL9GtWzdYWlrCxsYGbm5uyMjIwNGjR5GUlFShBruamhq+/vprAECdOnWq8xFqJMra6cpQA+UpQ6tWrSCTyXDhwgX06tWLGcKfCaX3b8KECdi6dStycnJgYGCAU6dOQVdXF6tWrYKqqip+//13eHl5wdfXF4GBgUz+lUQkEsHDwwN5eXlISUlBly5dMHnyZJiZmcHZ2RmBgYFQV1fH8uXLOQMCKFMK6tevzzkgmKJVOcRiMcaNG4fWrVtjzpw5ePbsGS5fvoyZM2dyBrCGhgZUVVXfOYHYuXMnrly5ghcvXiAyMvKDvSAYFcnJyUFeXh7U1NRQp04daGtr4/Dhw9DQ0KhQwEUqlb436fns2bPo2bPnO4nrjHcpf6Kmrq6OevXq4fDhw9xczc3NhYWFBcaPH8+F6PXo0QOZmZkICwvD6NGjuT4PXwpftPHwtiLbtWtXDBs2DFOmTMHcuXMhEAgQHByMoUOHcl9AIoKamhp0dHRQt25dNGzYsHofogZRUlKCyZMnw8DAADNnzoSamhq2bt2KqKgoPHz4EBs3bsTcuXMhFotx9OhRtGjRAt9++y0XXpCcnMw1E2J8nPT0dOTn5yMvLw9dunSBmpoaeDwel9tARGjcuDGcnZ2xbt06DBw4EKamptU97BqL0hGRn58PAwMDAICbmxvU1dURFxcHNTU1FBcXY/Xq1WjdujUA4KuvvoKzszM2b96Mx48fw8jIqDofoUbwPkX20qVLcHFxwZIlSzBixAiIRCLs2rULEokEixcvRt26dbn3f/3112jWrBmAD3egZlRk37590NbWRkhICFRUVGBubg4LCwscPHgQ/v7+EIlEmDVrFjQ1NbkTCFVVVQQGBsLMzAwpKSm1q0HWv8y9e/fw/fffQyaT4c2bNzA0NISjoyOGDBkCABUadorFYujo6FRwqk2dOhVisRiWlpbV9Qg1hvc5IiZNmoSBAwcCKDul19bWhr29PYA/w9TV1NTQvHlzvHnz5oszHIAv2Hj4kCK7d+9e3L9/Hxs2bMCcOXPQtGlT9OvXr8LxFY/HQ2JiItq0acMU2U/g8uXLkEqlWLp0KZdo7u/vj+3btyMyMhJEBF9fX6xevRqNGzdGQEAAzp07Bx0dHairq+PmzZuIiopiJw+V4M6dO1iyZAmICGlpaejYsSOGDRuG6dOnQyAQVCjR1717dxgaGiImJgaGhoasCMDf4H2OiOHDh2Py5MlwdnbG9OnTcevWLdy5cwf16tUDULaWCAQC6OrqokmTJmjcuHE1P0XN4EOK7IEDB7B+/XoUFRXB2toadevWxc6dO5GYmIixY8eiRYsWuHbtGm7cuAEPDw8A7OShsuTk5EAul3NeboFAgLZt22LmzJnQ0tLC9u3bUbduXbi6uoKIuJCa7du3IycnBz/88AN3ss/4a548eQInJydMnToVQ4cOxePHj3H69Gm4ubnB3d0dDg4OnJEGlCmz5R1CLi4uyMrKwvHjx7lTNzbP38+HTtRcXV0rnKiVp7zOV1paCgMDA0gkEqiqqn5Rcv5ijYePKbIymQybN2+GtbU1ACA1NRUqKirIycnBuXPncOrUKRw4cKCCR4vx1yQlJSE3N5c7ClQmkC5YsABXr15FbGwsBAIBfHx8sGLFCpiamuKnn35Camoq9PT04OnpyfpmVIJnz55h9uzZcHV1Rb9+/SAQCODr64tDhw7hyZMn2LRpEwQCAee5atu2LYYPHw5fX19069YNVlZWLKHxE/iQI2LPnj24d+8efH19oaqqColEgjdv3uDZs2fQ0dHhNpqHDx9CV1cXmpqa1fwkNYMPKbKzZs2ClpYWgoKCUKdOHcyePRtdu3aFj48PtmzZwlWi2bNnD9q0aVPdj1Gj0NDQQFpaGhdbrzxZ0NbWxrRp01BcXAx/f38YGhpi0KBBAIDjx4/D398fR44cYYZDJVAq+UeOHIGZmRk8PT0BlIWc9ujRA9HR0QgKCkJxcTHmzJnDrdEaGhooLCyESCTCggUL8OrVK5w8ebJCCBnj/XzKiVpKSgru37+Ptm3bgohw+vRpXLx4Efv372cnD18SH1Nk4+LisHjxYmzYsAF8Ph9Hjx5FSEgImjdvDk1NTezfvx9CobCan6JmYWBggPz8fJw/fx4jR46EqqoqxGIx6tSpA0NDQ/Tp0wdPnz7FiRMnMGbMGAwePBgWFhasNOsncuPGDbRq1QpTpkyBqqoq+Hw+fHx8uJM1IoKfn1+F8AJHR0f8/vvvWLVqFVq3bo3evXtX92PUGD7miFAoFPDz80P//v1hYmKCWbNmYdmyZahTpw4ePnyIQ4cO4cCBAywWvJL8lSKrTD7fsGED9PX1YW5ujh9++AHp6ekAygoBMDl/OlZWVoiOjsaiRYsQEhJSQTFt1KgRJk6ciMePHyMqKgq9e/dGnTp1MGTIEMTGxqJVq1bVPfwagdKZ8ObNGy75Vjm39fX14ezsDA0NDWzfvh3169fnqubp6+tDKpVi4sSJkMlkzHD4BD7lRC03Nxdr165FQUEBmjVrBk1NTURERHyxDs0vVhsrr8gC4BRZgUAAQ0NDTJw4EZmZmTh16hR4PB7GjRuHTZs2wdfXF+Hh4Sx282+gr68PY2Nj+Pn54dy5cwDKkp9fv36Nly9fYvDgwahfvz7Onj3LvUe5oDLDofI8f/4cBQUF0NDQqFAi1NPTE19//TV+/vln/O9//4NcLoeqqipXecnDwwMODg7o3r17NT9BzeKvHBFt2rRBXFwcli1bBhUVFSxZsgT9+/fnOnf/+uuvLBb8E7GysoJCocCiRYsAgFOUgLJyrZMmTUKPHj2wd+9eFBYWQlVVFXp6etDT02OGQyUoLi5GTEwMtm3bhgsXLuDly5fQ09PDtGnTcOfOHaxZswYAuNNLoKwSkKWlJR4+fIiioiIQETQ1NZnh8DfQ0dFBfHw8FwpTfm5PnToVNjY28PPzw9WrVwEAPXv2REFBAXg8HjMcPpHyjojy1cKUJ2p2dnbw9/fH5cuX8c033+Dw4cPYsmULNm7ciMjISK4QyZfIF6uRVUaR1dLSwunTpwEAzZo1w/Dhw9G5c2dWQ7kSiMVihIeHY9OmTQgMDERmZiZat24NT09PNGzYEIsWLYK7uztWrFiBkSNHokuXLujTpw88PDzw4MEDvHr1ipVRrCRvy6lr165ISkrCmTNnAJQpV6WlpeDz+Wjfvj0mTZqE5ORkXLp0CcCfBlrz5s2xePHiCkoB4+NUxhGRmpqK06dPo1OnTggMDMTx48exb98+hIaGMsPhL/iniiwrC/ppiEQiWFlZITIyEqdPn4a7uzvmzp2LI0eOwNXVFUOGDMHJkyexdu1aAKigcHXo0AFNmzZlzff+IZMmTUJRUREWLFgAoOLc1tbWxsSJE/HNN9/g2LFjkEgkqF+/PsLCwnDs2DFmOHwiH3NETJw4ET169MCePXsgEomgp6eHoUOHonv37l98buAXMcPEYjEOHDiA3NxcqKmpYdKkSZwi6+vri0WLFuHkyZNo1KgRTpw4gdGjR6NPnz5o1KgRHBwc8OrVK+jp6THvdyURiUQYO3YsmjRpgpKSEmRnZ2P//v1wdnaGra0t1q9fj1OnTuH8+fNo2LAhHBwc4ObmBqCsJJquri4aNWrENqBK8racOnbsiA4dOnBdjS0tLaGuro7Y2Fi8fv0anp6e+PXXX3HmzBkMHjz4vfOabT6Vp7wjQlVVFZaWlhUcERMnTkRaWhpOnDiBUaNGAQCLAa8EIpEI1tbWUFNTg0KhQEJCAgwNDWFrawtXV1ckJSXh5MmT4PF4WL58eYUwvPKKLKNySKVSzJw5E+3bt8eqVatQv3593L59Gzt37sTKlSuRk5ODtWvXgohw/PhxZGRkwNfXl4v3vnjxIjQ0NFge4Cfw9OlTXLp0CUlJSejatSu++eYbtG/fHlOmTMG+ffuwdu3ad+a2gYEBTE1NceTIEUgkEqipqaFHjx4AyioDsbX7/RQXF+Ps2bNIT0+HgYEB2rVrB319fUybNg3h4eFYs2YNvLy8KuQDKh0RAQEBKC4u5sq0Mr4A4+FzKbLMcKgccrkcixcvhr6+PkJDQ1FSUgIVFRUsWrQIQUFBSE1NxezZs+Hp6QkXFxdoampWUH7v3r2LunXrMsOhkjx+/BgxMTHIyspCo0aNYG9vj/bt22PhwoXw8/ODp6cnjI2NoaGhgZs3b8LHxwcGBgZwdHTE2rVrkZOTg4YNG7L5XUk+hyOiZcuWbH5/BKbIVj05OTnIzc2Fq6sr1ySyZ8+e0NHRQWRkJDZv3gwigre3N1di29LSEgYGBlBXV8ft27exd+9epmBVkrt378LFxQWdO3eGVCrF6dOn0bx5c9jZ2cHd3R3p6ek4ceIEiAheXl4VThXatWuHVq1avbNuv6/fA4M5Iv4NarXxwBTZqqewsBCvX7/GhAkTAJR5sAUCAfz9/eHm5obo6GjweDw4OztDV1cXJSUlOHv2LM6ePQuZTIYHDx5gz549XDlLxoe5d+8eHB0dYWFhgeLiYjx58gQnT56Eo6MjHBwc4OvriytXruDatWuoX78+goODYWFhAQDIz8/HV199hQYNGjDDoZKwE7WqgymyVQsRITc3F8+fP+fmp1JRbdOmDdeZPigoCNra2pgzZw6+/fZbREdHIz8/H40aNeJyfBgfJyMjA8uWLYOrqyscHR2hoqKCu3fvIjw8HKtWrUJeXh7WrVsHLy8vHD9+HKmpqdiwYQMEAgFUVFQQExODxo0bs7LllYA5Iv4darXxwBTZqkehUOD169dITEwEUCZz5dGqpaUlfvnlF9y/fx8XLlzAlClTwOPxULduXYhEInTs2BFLly79YqsXfArKzWXKlClcvCYAzJ8/HyEhIcjMzMTs2bNhb28PGxsbru66QqFAcXExYmNj0bRpU2Y4VBLmiKg6mCJb9fB4PLRv3x5dunTBtm3bYGhoCB0dHa7KXYsWLeDg4ICMjAxERUWha9euaNu2bYW1h1F5cnNzAQBmZmZczlr37t3RuHFj6OrqYsuWLeDxeFi3bh309fWxe/duDBs2DLq6ulwO248//giANTr8GMwR8e9Qq40HpshWLQqFApqamjA2NsaFCxfQt29fmJmZcRY8n8/HhAkTkJ6ejrCwMIwfPx7q6uoYMmQIBg8eDIA1baoshYWFyM3NRa9evQD8WdLPz88PLi4uOHr0KAQCAZydnaGjo4P8/Hzs3bsXcXFxkEql4PF4+OGHH8Dj8djmUwmYI6LqYIps1SAWixEaGorU1FQAgLOzM8zNzbFnzx7s27cPjo6O0NLS4uTeunVrTJ8+nSvrXH5vZGvIxykvo9zcXCQlJUGhUIDP51eIsXdycgIRITg4GLq6unBycsKYMWNw9OhRyGQy1K9fHxMnTqwQm894P8wR8e9Ra92ObyuyV65cAYB3FFkDAwOEhYVBIpFwiuzevXuZ4VBJSkpKcPPmTQBl5VQ1NTXh4uKC7OxsBAQE4MiRI8jPz8fDhw/h5eWFVq1awcfHB3w+H4cPHwbw56LKNp9PIy8vD/Hx8QD+rKgEAJ07d4a2tjbu3bvHlfNTV1eHgYEB2rdvj3HjxuHHH3/kYmiZ3D/OhxwRAGBpaYkGDRpwjggAFRwRbdq0wcGDB9GhQ4dqG/9/HbFYjICAACxatAiLFi3C8+fPYW5ujsTEROzbtw8ikQgqKipc3LFSkU1ISMDvv/9e4X+xKm0fRyQSYcKECfj111/x+vVr3Lx5E7Nnz8aAAQPQu3dv7Nq1C9HR0ZzclRVoevXqBUNDQzx48KDC/2NryMcpX8GuV69e6NChAzZv3oycnBwIBAJubrdo0QJ2dnbo1q0b9u/fj7S0NDRp0gROTk6YOXMmbGxsIBAIWHJ0JXjbEZGVlfWOrB0cHGBqaoqoqCgkJCSgVatWWLRoEdatW8cMh7+gVhkPTJGtWiQSCaZMmYJly5YhNjaWu961a1eEhoaiuLgYq1evxrBhwzBhwgR8++23GDNmDIgIjRs3RmFhIQC28XwqRIT69etDKBTi2LFjuHbtGgBwHUdVVFTg6OiINm3aYNu2bQDK6lkPHToU3t7esLe3Z5vPJ8AcEf8uTJGtWmQyGRYuXAh9fX2Eh4cjNDQU4eHhICIEBgZi06ZN6NKlC4KDgxEREfGOclunTh3o6elV81PULJ48eQIvLy/Y2NjA1dUV8fHxMDc3x6NHj7B///53jOO2bdvCyckJDx8+xMuXL9/7P1ly9PthjoiqodYYD0yRrXpyc3ORlpaG0tJSbN++natzDwA9evRAWFgYtm7dioULFyI8PBwrV64EUCZjHR0daGtrA2Bf0Mrw/PlzXLx4EUCZ/Bo0aIAFCxYgPT0dfn5+2LNnD16+fIkDBw7A398fXbp0ga+vL+RyOdd07205s83nwzBHRNXAFNmqJycnB+np6Rg7diz4fD40NDTQrl07jBo1Cg8ePIBEIkFkZCR69+6NAwcOYOHChXj48CEeP36MoKAgPHv2DP3796/ux6gx/PLLL3BwcACPx0OTJk3w4sULzJ8/H6NGjUKfPn0QGhr6XuO4T58+aNGixQeNB8a7MEdE1VFr3I5KRZbP52P79u1QUVHBkCFDAPypyL548QJv3rxB06ZNYWpqCuD9iiybMJXj2bNnaNKkCebOnYvVq1dj69atAMDJvXnz5mjevDmAspj8+Ph4CAQCHD9+HHfv3uVilJm8/xplrL2uri7kcjksLS0BlCXYhYaGwtvbG5s2bcLWrVtRVFSEtWvXon379sjPzwefz+fCmZicK4fSEZGXl4fFixdj6NChAP50RHz//fdYvXo1/Pz8kJubi0mTJjFHxN9EqcjOmTMHfD4ffD6fU2Sjo6M5RXbmzJk4cOAA7t+/Dw8PD/B4PFy+fBnPnj3DunXrqvsxahRyuRyJiYlITk7m/ubz+ejevTsiIiLw8uVLGBoaYtu2bdi+fTvi4uIwYcIEtGrVCnw+HxEREaxzdCVRVvKxtbWFm5sbFAoFnj9/DicnJ4SGhmLz5s2ws7NDcHAwCgoKMHXqVK4JrUgkgqam5hffjKyylHdEBAQEQCqVIjk5GbNnz0ZgYCBCQkJgb2+P4OBgiMVi2NjYQFtbm8vpYY6IT6PWGA9Mka16+Hw+VFVVYWFhAYFAgO+///4ductkMqioqOCPP/7AkiVLkJeXB01NTezatQstW7aszuHXGPLy8qBQKCAWi7F161bweDxOvt27d8eOHTuQnp6OgoICNG/eHPr6+gDKwmqaNm2KBg0aVOPoax7MEVF1MEW26tHQ0ICOjg4aNWoE4M8TSKlUCqlUWqEkpaurK2bMmIFnz56hTp06qFevHje/GR8nKysLBQUFMDMzA1B2itmuXTuYmZnh1q1bAIDdu3fDzc0NP/zwA27fvg1nZ2coFAocPnwYAoEAgwYNqs5HqDEwR0TVUmuMB6bIVj1CoRCurq4AykrO+fj4YOnSpRXkroypb9WqFZYsWQJ1dXW0atWKeVM+gfv376Nz586YO3cu5s6d+868btKkCSfPgoICxMXFoU6dOggLC4NYLGYhBp8Ic0RUHUyRrXoaNWqEw4cPczIvH16noaHB3af0yN69exdt2rSBrq5udQ25xiKTyZCSkoKUlBQYGxtzlX66d++OCxcuICMjA02bNkVQUBB2796NuLg4zJ49GwYGBtDV1cWhQ4fA5/M5o5rxYZgjomqpNcYDU2SrHm1tbZibmwMo22j69u1bQe5ExIXYXL9+Hfr6+mjfvn11DrlGoqWlBYFAgC5dumDNmjXw8vJ6R6GVy+UgIjx58gSrVq2CQCBAy5YtER0dzTafT4Q5IqoOpshWD0p5A3/KvKCgAFpaWlwtfBUVFfj5+eHUqVM4ePBgdQ21RtO4cWO0a9eOczYodZCioiLI5XJO1gBgZ2cHOzs7pKenQ0NDAw0aNACPx2PlWCsJc0RUMVSLkEgkREQkl8uJiOjGjRs0YMAAGj16NMXGxnL3nTlzhuLj46tljLUVhULB/X79+nVO7levXqWgoCASCoX06tWrahxhzSUrK4vu3bvH/V1+Xp87d67Cvfn5+fTkyRN68eIF9z2QSqVVOt6aTnZ2doX14q/kXVhYSNevX6c7d+5QZmZmVQ+11qGcsydOnCAzMzMqKCjgXtu0aROZm5tTRkZGdQ2vVvPDDz9Qz549KS8vj4iIAgICyNjYmB48eFDNI6vZFBUVvXNt79691K9fPxKJRBX2zqNHj1ZYR5TfB0blyMnJ4X5XyvXKlSvUrVs3SklJIaI/Zfrzzz+zteQfUGuqLQHguugqwwX69u0Lb29v5ObmIiQkBNeuXUNwcDDmzp3L2rp/ZpQyJyKYmprC29sbIpEIs2bNQkREBA4fPsw8sn+Txo0bo3PnzgDK5Ks84cnNzcXWrVsrVBc7cOAA1NTU0Lp1a64cHfNafRofOlFTyvvcuXPcvdevX0fjxo3RvXt3doL5GVB2PJdIJCguLuaqKgUGBmLPnj3w9/dnpw7/EsqTnnr16iEkJARhYWHYt28fjI2Nq3lkNZvyuoZyPhcXF0NHRwcaGhrc3mlnZ4cDBw6gcePG3P3K7wOjcrx9ogbggydqy5Ytq5Yx1hZq5cxkimz1QUSc3L/55htoamri4MGD+Oabb6p7aDWat0OOyhvGO3bswPnz5+Hs7IyDBw9yCdMA23z+LswRUb0wRbbqadOmDTQ1NeHk5ISQkBDs378fnTp1qu5h1SrKG8elpaXg8/kgIjg7OyMjIwN79+6FiooKK1/+GWCOiH+XWq1ZMEW26lFRUQGPx0NAQADOnTuH3bt3w8DAoLqHVWt42zDeuHEj8vLy4ObmhoyMDJw7dw58Pp9bKBn/DOaIqB6YIlv16OrqIjs7Gzdu3MCRI0eYvP9F1NXVUVpaCrlcjpkzZ+LVq1c4ceIEVFVVIZPJWLGFzwhzRPw71Op4BqXlqVRkjxw5whTZKiArKwvnzp1DdHQ0OnToUN3DqZXQ/yc59urVC/Xq1YOJiQmioqIgEAhYgt2/gNITqHREFBQUYN++fWw9+ZdQKrLp6ek4evQoK7RQBWhra2PHjh1o2rQp64j+L9OhQwdIJBKMGjUKMpkMp0+f5gwHtnZ/Xso7Im7duoWDBw8yw/gzwKNafj6WlZUFOzs7bNiwgU2YKqSkpKRCtRTG50d53J2YmIgzZ86wzacKCAgIwM6dO3HkyBFmGP/L/PTTT0yRZdRKXr9+DXNzcxgYGCAmJoY5ff5FcnJyYGZmBqlUyhwRn5FabzwATJFl1E5SUlLg5eWFnTt3MsOhCmCOCAaD8bn45ZdfYGxszAyHKoA5Ij4/X4TxwGDUVpThS2zzqRqYI4LBYHxO2NrNqIkw44HBYDAYDAaDwWBUilpdbYnBYDAYDAaDwWB8PpjxwGAwGAwGg8FgMCoFMx4YDAaDwWAwGAxGpWDGA4PBYDAYDAaDwagUzHhgMBgMBoPBYDAYlYIZDwwGg8FgMBgMBqNSMOOBwWAwGAwGg8FgVApmPDAYDAaDwWAwGIxKwYwHBoPBYDAYDAaDUSn+DxkhzPQznwAkAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kwargs=dict(volume=True,type='candle',tight_layout=True)\n",
    "mpf.plot(df,**kwargs,title='\\nINTC Daily   ')\n",
    "mpf.plot(dfw,**kwargs,title='\\nINTC Weekly     ')\n",
    "mpf.plot(dfm,**kwargs,title='\\nINTC Monthly        ')\n",
    "mpf.plot(dfq,**kwargs,title='\\nINTC Quarterly         ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
